{"id":"W7110109742","doi":"10.1515/9781474424271","title":"ReFocus","year":2018,"lang":"","type":"book","venue":"Edinburgh University Press eBooks","topic":"Cinema and Media Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hollywood; Studio; Publicity; State (computer science); Innovator; Performance art; Film director","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005885828,0.0009138403,0.001831869,0.0007988805,0.0008380478,0.0001227455,0.001338697,0.001077721,0.001711712],"category_scores_gemma":[0.0001439427,0.001273459,0.0007604843,0.00007186193,0.001217786,0.0002436877,0.001431806,0.000977907,0.0002897187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001019075,"about_ca_system_score_gemma":0.0002807024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005786842,"about_ca_topic_score_gemma":0.00004702773,"domain_scores_codex":[0.9960271,0.00004315974,0.000944506,0.001715172,0.0001813545,0.001088702],"domain_scores_gemma":[0.9963529,0.0002434477,0.001272898,0.001332192,0.0002863522,0.0005122626],"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":[0.0002255553,0.00008571814,0.0002546526,0.0001447559,0.0009801864,0.000243304,0.002217046,0.000001397947,0.000002733242,0.2258289,0.7684797,0.001536049],"study_design_scores_gemma":[0.001829594,0.0003142176,0.0000681085,0.0002791262,0.0002724014,0.00001001954,0.0002891042,0.00006983466,0.00005483377,0.002823618,0.9927163,0.001272911],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005415681,0.003132533,0.0003309629,0.0001612695,0.008404507,0.000790765,0.001043404,0.000131244,0.9854637],"genre_scores_gemma":[0.001838551,0.004434871,0.0002348886,0.0001110127,0.003976944,0.000003963147,0.0000606151,0.00008439989,0.9892548],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2242365,"threshold_uncertainty_score":0.9992009,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03732857273628955,"score_gpt":0.1983739536078107,"score_spread":0.1610453808715211,"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."}}