{"id":"W1826242665","doi":"","title":"Men of Montreal: An Ethnographic Study of the Gay Porn Industry","year":2015,"lang":"en","type":"dissertation","venue":"Spectrum Research Repository (Concordia University)","topic":"Sexuality, Behavior, and Technology","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pornography; Studio; Entertainment; The Internet; Ethnography; Consumption (sociology); Advertising; Commodity; Entertainment industry; Sociology; Media studies; Gender studies; Engineering; Political science; Business; Art; Visual arts; Social science; Telecommunications; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.001135408,0.0003444036,0.0007185181,0.00210306,0.0003539414,0.00002527996,0.002192591,0.001697775,0.0001135388],"category_scores_gemma":[0.00007695068,0.0003193913,0.0002137547,0.002613458,0.000743178,0.0001398412,0.0002915282,0.003289628,0.000006234378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002741968,"about_ca_system_score_gemma":0.0008384156,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2564353,"about_ca_topic_score_gemma":0.1685464,"domain_scores_codex":[0.9944365,0.002311356,0.0005437707,0.0008719094,0.001152803,0.0006836695],"domain_scores_gemma":[0.9959508,0.0001766685,0.0006291635,0.002251919,0.0007357565,0.0002557484],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001838035,0.004616779,0.9496453,0.0001053835,0.0009651135,0.000959225,0.02508189,0.000002002323,0.004640759,0.006662668,0.003038977,0.002443862],"study_design_scores_gemma":[0.001622809,0.002541852,0.7405284,0.00005483047,0.0002724463,0.00001547987,0.2481192,0.000001433834,0.003701711,0.0007973572,0.00205989,0.0002845207],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7573862,0.0001248709,1.216965e-7,0.00003863401,0.0009750355,0.0009091686,0.0000226358,0.00007708645,0.2404663],"genre_scores_gemma":[0.8853239,0.00001063855,0.000001114806,0.000001482968,0.0001198803,0.00001075935,0.00004610708,0.00005248268,0.1144336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2230373,"threshold_uncertainty_score":0.9999258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08321039627099393,"score_gpt":0.3855043343104683,"score_spread":0.3022939380394744,"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."}}