{"id":"W4233188278","doi":"10.14322/publons.r3508881","title":"10.14322/publons.r3508881","year":2000,"lang":"en","type":"dataset","venue":"Time to knit","topic":"Human Resource and Talent Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Core (optical fiber); Knowledge management; Computer science; Telecommunications","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000268847,0.0005687086,0.0005214016,0.0009390496,0.0002408147,0.0008375141,0.001164726,0.0002309486,0.9968081],"category_scores_gemma":[0.00005130624,0.0005686758,0.0002173838,0.0005446596,0.00006744861,0.0004065036,0.0007155408,0.0003333209,0.997478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005159729,"about_ca_system_score_gemma":0.00002005614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002723986,"about_ca_topic_score_gemma":0.000004588033,"domain_scores_codex":[0.9975834,0.00001470737,0.0004506253,0.0006950776,0.0006062769,0.0006499332],"domain_scores_gemma":[0.9985349,0.00002794578,0.0002394674,0.001072276,0.00007742369,0.00004797776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005127942,0.0001342243,5.423842e-8,0.0002529822,0.00008702464,0.00006893133,6.319908e-7,0.00003674664,1.22369e-7,0.000007576421,0.9605809,0.0387795],"study_design_scores_gemma":[0.0003077214,0.00002503089,0.000005617931,0.0001271415,0.0002815117,0.000001486271,0.000001026948,0.00003925454,9.614059e-8,0.0000172425,0.9985104,0.0006834397],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000005758165,0.00005149587,7.13258e-8,0.0003158758,0.00001970095,0.0005185346,0.3023483,0.0001985824,0.6965417],"genre_scores_gemma":[2.670038e-7,0.000001094832,0.00000247179,0.0009506024,0.001576691,0.00004796678,0.4717228,0.00003899435,0.5256592],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1708825,"threshold_uncertainty_score":0.9996765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008181210850951562,"score_gpt":0.172758886538164,"score_spread":0.1645776756872124,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}