{"id":"W3132509570","doi":"10.4000/ges.871","title":"Le trouble silencieux des hommes en série. La « masculinité en crise » dans les séries télévisées dramatiques nord-américaines centrées sur des personnages masculins","year":2017,"lang":"fr","type":"article","venue":"Genre en séries","topic":"Literature and Culture Studies","field":"Arts and Humanities","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Art; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":["metaepi_narrow","sts"],"category_scores_codex":[0.0009766595,0.001410306,0.001474962,0.0002128857,0.009652521,0.00588282,0.001634314,0.0006947793,0.0006462436],"category_scores_gemma":[0.001412465,0.001159935,0.0009595178,0.0001316908,0.004125607,0.003409162,0.0009102151,0.000928328,0.0001567725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001558225,"about_ca_system_score_gemma":0.0003252282,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01018418,"about_ca_topic_score_gemma":0.03318436,"domain_scores_codex":[0.9945172,0.001062881,0.001012715,0.00114528,0.0007301057,0.001531826],"domain_scores_gemma":[0.9956265,0.001200341,0.0005999188,0.001318575,0.0009237056,0.0003309748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001360646,0.000471058,0.0178847,0.001775823,0.001329593,0.0001886841,0.8585392,0.00001282011,0.0002822232,0.08361878,0.02504901,0.01071208],"study_design_scores_gemma":[0.001081699,0.000335552,0.02494731,0.00111389,0.0006347496,0.00007870865,0.7046208,0.00001561392,0.001693795,0.009923447,0.2541255,0.001428871],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8490065,0.06042503,0.0001806455,0.01107416,0.001744936,0.0006614377,0.001036503,0.0004899398,0.07538083],"genre_scores_gemma":[0.8812659,0.02449213,0.001849663,0.0002609637,0.004283372,0.0001954075,0.0001394872,0.0001794473,0.08733361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2290765,"threshold_uncertainty_score":0.9998647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02773194672578282,"score_gpt":0.2613177823058547,"score_spread":0.2335858355800718,"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."}}