{"id":"W3003906230","doi":"10.1080/00224499.2020.1716205","title":"The Short Version of the Problematic Pornography Consumption Scale (PPCS-6): A Reliable and Valid Measure in General and Treatment-Seeking Populations","year":2020,"lang":"en","type":"article","venue":"The Journal of Sex Research","topic":"Sexuality, Behavior, and Technology","field":"Psychology","cited_by":112,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University; Université de Montréal","funders":"Social Sciences and Humanities Research Council of Canada; Emberi Eroforrások Minisztériuma; Hungarian Scientific Research Fund","keywords":"Measure (data warehouse); Scale (ratio); Consumption (sociology); Pornography; Psychology; Computer science; Data mining; Geography; Sociology; Cartography; Social science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002383335,0.00007419307,0.0001738441,0.0001473192,0.0003203893,0.00002550768,0.0002567622,0.0000832841,0.00002101016],"category_scores_gemma":[0.00006140623,0.00003562375,0.00004271009,0.0004038258,0.000442245,0.00005258576,0.00009093314,0.0004537385,0.000001636502],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003715618,"about_ca_system_score_gemma":0.00003573513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002791731,"about_ca_topic_score_gemma":0.0001828891,"domain_scores_codex":[0.9983192,0.0006512046,0.0003404424,0.0001022823,0.0003719802,0.0002148736],"domain_scores_gemma":[0.9992228,0.000245108,0.0001174742,0.0002380422,0.0001245755,0.00005206552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000327783,0.0001446178,0.9617653,0.00002573008,0.00007010063,0.000006820962,0.009490565,0.00001565482,0.01843134,0.0009182091,0.0005206377,0.008283258],"study_design_scores_gemma":[0.002154064,0.001479191,0.9702581,0.0001647589,0.0001655569,0.0002836101,0.01602168,0.0004932808,0.001972531,0.005585505,0.00130348,0.0001182717],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928267,0.001454412,0.00001123743,0.004981938,0.00007097202,0.0003665064,0.0000029084,0.000005516833,0.0002798235],"genre_scores_gemma":[0.9992198,0.0004371174,0.00007333681,0.00002243785,0.00003865765,0.000007951358,5.873368e-7,0.000008238679,0.0001918918],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01645881,"threshold_uncertainty_score":0.2464208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2268869880037618,"score_gpt":0.4344011715843012,"score_spread":0.2075141835805394,"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."}}