{"id":"W7161721530","doi":"10.3138/cjfms-2025-0031","title":"Getting Credit: Judith Crawley, Camerawoman","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Film and Media Studies","topic":"Cinema and Media Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Amateur; Professionalization; Film director; Casual; Order (exchange); Screenwriting; State (computer science); Craft","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004376782,0.0001450516,0.0006107194,0.0005677911,0.0002951231,0.00003910806,0.0001297852,0.0000547809,0.00005039898],"category_scores_gemma":[0.001904018,0.0001365867,0.00009356745,0.0002156231,0.0002564562,0.0001149249,0.0000324238,0.0001935556,0.0000129103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001064049,"about_ca_system_score_gemma":0.0002462002,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001330517,"about_ca_topic_score_gemma":0.02555257,"domain_scores_codex":[0.9988807,0.00001024878,0.000575283,0.0001664781,0.00003419595,0.0003330477],"domain_scores_gemma":[0.9989244,0.0002214254,0.0002807183,0.0001067762,0.0001606564,0.0003060696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002017493,0.00002536617,0.3074139,0.0002543897,0.001336247,0.0003086322,0.02730957,0.000008509177,0.00001929094,0.05070671,0.5955114,0.01708572],"study_design_scores_gemma":[0.001374836,0.0001276531,0.1567264,0.000403126,0.00009590465,0.00005900083,0.01697007,0.00001969651,0.00007508179,0.02615575,0.7976432,0.0003492932],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.50874,0.4209636,0.0001173263,0.022171,0.0098382,0.0001710692,0.0001367521,0.0000136161,0.03784846],"genre_scores_gemma":[0.9867164,0.009121404,0.0003280058,0.001105006,0.0006920859,0.000006735717,0.000001587026,0.00001096347,0.002017746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4779765,"threshold_uncertainty_score":0.9922286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0320288796989707,"score_gpt":0.2406347509333941,"score_spread":0.2086058712344234,"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."}}