{"id":"W4410829419","doi":"10.1080/23268743.2025.2491506","title":"The limits of ‘zero tolerance’ policies for animated pornographic media","year":2025,"lang":"en","type":"article","venue":"Porn Studies","topic":"Sexuality, Behavior, and Technology","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"University of Ottawa; Microsoft Research","keywords":"Zero (linguistics); Zero tolerance; Computer science; Political science; Linguistics; Philosophy; Law","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":[0.0003001083,0.0001507454,0.0003756463,0.0001774497,0.0002592216,0.00000854569,0.0002819464,0.0001212026,0.000007912016],"category_scores_gemma":[0.0003801851,0.0001039334,0.00009897868,0.0004783617,0.0006709754,0.00001929965,0.00008378894,0.0001060147,0.000006087891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001283251,"about_ca_system_score_gemma":0.00001651279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000122555,"about_ca_topic_score_gemma":0.0005004439,"domain_scores_codex":[0.9989084,0.00005138101,0.0003751089,0.0002306104,0.00009133001,0.0003431827],"domain_scores_gemma":[0.9981157,0.001073953,0.0001370452,0.0004162595,0.0002396767,0.00001737924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0002361133,0.0003005797,0.1480192,0.00008565783,0.001159073,0.0000047684,0.01227136,3.503062e-7,0.001225291,0.7438724,0.06059293,0.03223227],"study_design_scores_gemma":[0.002622135,0.0005234865,0.6137822,0.0001109065,0.0005129535,0.00000967179,0.0603437,0.000003811883,0.005971785,0.08161781,0.2340605,0.0004410898],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9450157,0.03771846,0.00006512187,0.005029159,0.003036149,0.0004755263,0.00006596954,0.0002429025,0.008351041],"genre_scores_gemma":[0.9956663,0.0008660058,0.00007468286,0.0002450545,0.00005493454,0.0002935959,0.00000562465,0.0000127774,0.002781082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6622546,"threshold_uncertainty_score":0.4238279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1084301362470223,"score_gpt":0.4245220260072228,"score_spread":0.3160918897602005,"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."}}