{"id":"W4400777955","doi":"10.1080/23268743.2024.2355874","title":"Reading sociopornographic books: genre and dirty work","year":2024,"lang":"en","type":"article","venue":"Porn Studies","topic":"Gender Roles and Identity Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brandon University","funders":"","keywords":"Reading (process); Work (physics); Computer science; Art; Literature; Linguistics; Engineering; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007012609,0.000331068,0.0003290102,0.003542702,0.003914067,0.009303581,0.0006623015,0.0007830252,0.01293982],"category_scores_gemma":[0.003113681,0.0001765629,0.0001525318,0.005672011,0.006401021,0.004394775,0.002173873,0.001182108,0.00191941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002172111,"about_ca_system_score_gemma":0.001108677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003153504,"about_ca_topic_score_gemma":0.007669071,"domain_scores_codex":[0.9990701,0.0003948433,0.00004260816,0.00007624393,0.0003205746,0.00009563989],"domain_scores_gemma":[0.9981521,0.001087645,0.0001883364,0.0001487228,0.0002077504,0.0002153887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005171293,0.0001309543,0.00624705,0.001119832,0.00002004628,0.0009591769,0.3860493,0.00009382737,0.001174705,0.3102413,0.1430268,0.1508854],"study_design_scores_gemma":[0.000005795631,0.00003025827,0.01514615,0.001408611,0.000008227635,0.0009443958,0.1414514,0.00006450162,0.0002965945,0.01935814,0.8212739,0.00001209822],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1090783,0.0467991,0.002039153,0.01004047,0.001953465,0.00008807155,0.0004098714,0.0001169448,0.8294746],"genre_scores_gemma":[0.6534078,0.04431686,0.002908751,0.003576723,0.003072696,0.0002394613,0.0006886974,0.0004613361,0.2913278],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01293982,"threshold_uncertainty_score":0.04328799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06843831602538217,"score_gpt":0.3653559896240637,"score_spread":0.2969176735986815,"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."}}