{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001047764,0.0004281142,0.000356396,0.001947833,0.007626391,0.00601009,0.0007720609,0.00193512,0.120149],"category_scores_gemma":[0.01389049,0.0003110983,0.000131781,0.001717567,0.002061819,0.004377479,0.001954955,0.002510884,0.02061627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005325232,"about_ca_system_score_gemma":0.00512282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1391688,"about_ca_topic_score_gemma":0.287733,"domain_scores_codex":[0.9986479,0.0002422192,0.00004591359,0.0002430203,0.0006363359,0.0001845894],"domain_scores_gemma":[0.9943039,0.0009779315,0.0002901047,0.0002323923,0.002231373,0.001964305],"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":[0.000007450488,0.000005888719,0.0005843924,0.00003271066,0.000001208228,0.0001681977,0.001608616,0.000007789035,0.0001198478,0.002909759,0.9708642,0.02369008],"study_design_scores_gemma":[0.00000341754,0.000004386931,0.001174258,0.0001078219,0.000002414888,0.0002873603,0.004685004,0.00003628007,0.0001153031,0.000533749,0.9930388,0.0000112741],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01317471,0.03588835,0.003065662,0.4822555,0.03882279,0.000191361,0.001133124,0.0009455983,0.424523],"genre_scores_gemma":[0.07071813,0.01521512,0.002596964,0.0413473,0.004960298,0.00008073854,0.0004004505,0.0006061931,0.8640746],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1391688,"threshold_uncertainty_score":0.4019386,"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."}}