{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005230653,0.000111473,0.0001931943,0.00008616553,0.00107352,0.000178298,0.00007873961,0.00004154288,0.000001867898],"category_scores_gemma":[0.0001124772,0.00009285537,0.00007630859,0.0003254624,0.0001274191,0.0001527028,0.0001501348,0.0001045789,0.00004064797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004315007,"about_ca_system_score_gemma":0.00002597506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003231432,"about_ca_topic_score_gemma":0.001089195,"domain_scores_codex":[0.9990366,0.00004546152,0.0001381746,0.0002535742,0.0002311933,0.0002949912],"domain_scores_gemma":[0.9997327,0.0000429722,0.00002545403,0.00007748007,0.00006742627,0.00005394369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.000008824749,0.00003247095,0.2049919,0.0003296739,0.001508056,0.0000713824,0.3301907,6.68637e-7,0.00002854861,0.04302927,0.381395,0.03841342],"study_design_scores_gemma":[0.00008526299,0.0000220677,0.03465206,0.000184246,0.0001305776,0.000001372818,0.75585,9.919539e-7,0.00000935508,0.01761713,0.191191,0.0002558739],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4560477,0.4357415,0.00004329736,0.06948537,0.003082699,0.0004232319,0.00001007703,0.00075401,0.03441219],"genre_scores_gemma":[0.9526572,0.03886668,0.00007625796,0.0001160453,0.0003781026,0.00002039918,5.155783e-7,0.000009476695,0.007875375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4966095,"threshold_uncertainty_score":0.8256755,"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."}}