{"meta":{"query_hash":"a7fd96a9795f","filters":{"venue":"Journal of the Korean Society of Cosmetology"},"cohort_total":4,"direct_labels_cover":0,"predictions_cover":4,"exported":4,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/a7fd96a9795f","api":"https://metacan.xera.ac/api/v1/cohort?venue=Journal+of+the+Korean+Society+of+Cosmetology"},"results":[{"id":"W4293024958","doi":"10.52660/jksc.2022.28.4.784","title":"The Effect of Consumption Value for Bio Cosmetics on Purchasing Behavior -Focusing on the mediating effect of brand loyalty-","year":2022,"lang":"en","type":"article","venue":"Journal of the Korean Society of Cosmetology","topic":"Consumer Perception and Purchasing Behavior","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Biotechnology Research Institute","funders":"","keywords":"Brand loyalty; Cosmetics; Purchasing; Value (mathematics); Consumption (sociology); Pleasure; Loyalty; Advertising; Brand relationship; Marketing; Business; Brand awareness; Psychology; Mathematics; Sociology; Medicine","score_opus":0.023512896683380437,"score_gpt":0.2832231031157862,"score_spread":0.2597102064324058,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4293024958","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9938392,0.000516289,0.00057608855,0.0002025551,0.000010612095,0.000023578566,0.000059500282,0.000004799742,0.00476731],"genre_scores_gemma":[0.99859744,0.00027257192,0.00044343385,0.000056370078,0.000007535317,0.00001244637,0.000044736804,0.0000021877217,0.00056325266],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9993405,0.00028466436,0.00003548618,0.000079014375,0.0001823905,0.00007792436],"domain_scores_gemma":[0.99351186,0.0040711835,0.0012879123,0.00024515492,0.00054190407,0.00034193142],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001332666,0.00030137107,0.0002635148,0.00064567634,0.000332148,0.0010905353,0.00024597638,0.0004335284,0.0052230186],"category_scores_gemma":[0.0048570484,0.00015427568,0.0007820969,0.0005401315,0.0004576426,0.0007122671,0.00048387557,0.0007635229,0.00027408468],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000521167,0.0011223612,0.94413614,0.00041396444,0.0004212842,0.00025694788,0.0012590443,0.0004147253,0.0047762576,0.0023160249,0.00022345064,0.04413874],"study_design_scores_gemma":[0.000009542364,0.00047707156,0.9936965,0.000080195794,0.00019488312,0.00017723558,0.0009826905,0.0012781321,0.0015623044,0.0009101238,0.0006179025,0.000013418918],"about_ca_topic_score_codex":0.0020276273,"about_ca_topic_score_gemma":0.00255608,"teacher_disagreement_score":0.0052230186,"about_ca_system_score_codex":0.0004685404,"about_ca_system_score_gemma":0.00080204115,"threshold_uncertainty_score":0.017472684},"labels":[],"label_agreement":null},{"id":"W4323045315","doi":"10.52660/jksc.2023.29.1.172","title":"A Study on Purchase Behavior of Bio Cosmetics Applying the Theory of Planned Behavior(TPB): Mediating Effect of Brand Image","year":2023,"lang":"en","type":"article","venue":"Journal of the Korean Society of Cosmetology","topic":"Consumer Perception and Purchasing Behavior","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Biotechnology Research Institute","funders":"","keywords":"Cosmetics; Theory of planned behavior; Psychology; Marketing; Purchasing; Advertising; Population; Brand image; Sample (material); Metropolitan area; Consumer behaviour; Business; Control (management); Geography; Environmental health; Medicine; Economics","score_opus":0.03743529337969881,"score_gpt":0.3075616154889868,"score_spread":0.270126322109288,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4323045315","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99866045,0.000058694546,0.00044296496,0.000081485654,0.0000049015666,0.00004262588,0.000013953999,0.0000016977903,0.00069319305],"genre_scores_gemma":[0.99865204,0.000114605675,0.0007829054,0.000068051566,0.0000061990463,0.000051160627,0.000033873883,0.0000012096117,0.00029003853],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9992889,0.0003874718,0.00003816493,0.00007492697,0.00014646824,0.00006401439],"domain_scores_gemma":[0.99526167,0.0031743888,0.0007420626,0.0001666255,0.0003929685,0.00026227575],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0021637618,0.00024785477,0.00023451341,0.00044098735,0.00046774096,0.0004273641,0.00019195296,0.00034823373,0.0016334848],"category_scores_gemma":[0.005494439,0.00020489159,0.00049904006,0.00042621928,0.0003637745,0.00058420317,0.00021286684,0.0007721886,0.00011957828],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030194203,0.0030281018,0.96221876,0.00013572589,0.000081080725,0.00029239393,0.005581045,0.00023446365,0.0015683882,0.0008154904,0.0001838467,0.025558762],"study_design_scores_gemma":[0.000063786894,0.0031375028,0.98527884,0.00006474563,0.00015692705,0.00040812092,0.0051357555,0.0033318452,0.0010594855,0.0006655082,0.0006759929,0.000021449867],"about_ca_topic_score_codex":0.0048094266,"about_ca_topic_score_gemma":0.004991791,"teacher_disagreement_score":0.0048094266,"about_ca_system_score_codex":0.00047317182,"about_ca_system_score_gemma":0.0010760429,"threshold_uncertainty_score":0.011443257},"labels":[],"label_agreement":null},{"id":"W4323045367","doi":"10.52660/jksc.2023.29.1.196","title":"The Effect of Psychological Utility of Beauty Care Behavior on the Stress Relief of Silver Women: Mediating Effects of Physical Respect","year":2023,"lang":"en","type":"article","venue":"Journal of the Korean Society of Cosmetology","topic":"Consumer Perception and Purchasing Behavior","field":"Business, Management and Accounting","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Biotechnology Research Institute","funders":"","keywords":"Beauty; Self-esteem; Psychology; Clinical psychology; Sample (material); Medicine","score_opus":0.02063793453784137,"score_gpt":0.30388076311240797,"score_spread":0.2832428285745666,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4323045367","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99634606,0.00058739714,0.00012227676,0.00035518775,0.000016573867,0.00001446859,0.000038938473,0.000002556314,0.002516536],"genre_scores_gemma":[0.99928075,0.00022636805,0.000094211384,0.000048483707,0.0000067493165,0.00000481424,0.00001911866,6.355794e-7,0.0003188398],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99963653,0.00015825816,0.000022091384,0.00003665978,0.00006711592,0.00007938376],"domain_scores_gemma":[0.9986319,0.0004184801,0.00046177008,0.000063583764,0.00009924604,0.0003249324],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00048857566,0.0002428848,0.0002128364,0.000314533,0.00048150972,0.0005700613,0.00015933478,0.00024378636,0.0027578126],"category_scores_gemma":[0.002734971,0.00011730059,0.00044113057,0.00020148078,0.00043723584,0.00021331567,0.000603884,0.00057109655,0.00011159199],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00035209762,0.0005006751,0.9671668,0.00011287455,0.00019749343,0.00053881184,0.0026779522,0.00005898238,0.001437081,0.0003650012,0.00024857104,0.026343685],"study_design_scores_gemma":[0.000010175194,0.0001874099,0.9966697,0.00002363138,0.000086297594,0.00018754808,0.0019554633,0.00008571736,0.00015470719,0.00011985268,0.00051342277,0.0000061946466],"about_ca_topic_score_codex":0.0023684325,"about_ca_topic_score_gemma":0.0049981377,"teacher_disagreement_score":0.0027578126,"about_ca_system_score_codex":0.0002822767,"about_ca_system_score_gemma":0.0005265333,"threshold_uncertainty_score":0.009225845},"labels":[],"label_agreement":null},{"id":"W4405900864","doi":"10.52660/jksc.2024.30.6.1227","title":"Utilizing Digital Human Technology to Attract International Students and Promote K-beauty Bepartments","year":2024,"lang":"en","type":"article","venue":"Journal of the Korean Society of Cosmetology","topic":"Gender and Technology in Education","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Beauty; Business; Art; Aesthetics","score_opus":0.03308597263141134,"score_gpt":0.4045241317480869,"score_spread":0.37143815911667555,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405900864","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93509674,0.0005482686,0.0045078453,0.001221534,0.00013019217,0.0003663541,0.0005367624,0.00022040642,0.057372008],"genre_scores_gemma":[0.9650887,0.0008591336,0.0110581275,0.00046787213,0.000040684146,0.00029499957,0.0005498625,0.00005240074,0.02158819],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994342,0.00018413723,0.000041752177,0.00006314217,0.00012247633,0.00015431351],"domain_scores_gemma":[0.9982412,0.00037952932,0.00028949368,0.00015460055,0.000275019,0.0006601432],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013469157,0.00030452415,0.00012501678,0.0022657767,0.001222359,0.0020542978,0.00036135846,0.00025850502,0.0106676025],"category_scores_gemma":[0.0027441748,0.00014253551,0.00031607779,0.0014852902,0.00038892997,0.00158447,0.002020449,0.0004171688,0.002594189],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018713366,0.0017343725,0.39808244,0.00063250714,0.000041118947,0.0006587124,0.01569624,0.00043717682,0.006569771,0.0047715674,0.025468014,0.54572093],"study_design_scores_gemma":[0.00005395724,0.00119666,0.6672496,0.0004897052,0.00010685449,0.0007666727,0.04593415,0.0021572143,0.011081362,0.0017065702,0.26915455,0.000102739104],"about_ca_topic_score_codex":0.0012614448,"about_ca_topic_score_gemma":0.004508701,"teacher_disagreement_score":0.0106676025,"about_ca_system_score_codex":0.00041293117,"about_ca_system_score_gemma":0.0010413374,"threshold_uncertainty_score":0.03568667},"labels":[],"label_agreement":null}]}