{"id":"W7132950405","doi":"","title":"Producing Producers: The Transformative Potential of Film Production Education","year":2024,"lang":"","type":"dissertation","venue":"TSpace","topic":"Artistic and Creative Research","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transformative learning; Power (physics); Production (economics); Function (biology); The arts; Film director; Knowledge production; Neoliberalism (international relations); Filmmaking","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007246301,0.0003917666,0.0002604123,0.001359275,0.00835506,0.01697575,0.001436375,0.001850407,0.007723019],"category_scores_gemma":[0.006274429,0.000322136,0.0002506906,0.0007886325,0.03518845,0.01157543,0.009342465,0.004051907,0.0006462624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007086044,"about_ca_system_score_gemma":0.009143855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006300876,"about_ca_topic_score_gemma":0.01348122,"domain_scores_codex":[0.9960099,0.002614796,0.00005624434,0.0003859094,0.0005344296,0.0003986049],"domain_scores_gemma":[0.9944087,0.003896045,0.0002960596,0.0005088015,0.0003092318,0.0005812102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002885178,0.00007870156,0.001235485,0.0002436635,0.00000712817,0.0003579965,0.2376672,0.0002298656,0.0008035767,0.7035703,0.007579827,0.04819747],"study_design_scores_gemma":[0.00003185634,0.00008215087,0.001571093,0.0006314231,0.00001558824,0.0003479311,0.2279614,0.0006339446,0.001661521,0.2247042,0.5423353,0.00002348801],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1535661,0.008003564,0.0351334,0.09640891,0.0008796476,0.0002267774,0.00006022699,0.0002535101,0.7054679],"genre_scores_gemma":[0.9610258,0.002964972,0.006541353,0.002695957,0.0002181947,0.00008172945,0.00001633917,0.00009418016,0.02636129],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01697575,"threshold_uncertainty_score":0.05141306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02788875675523224,"score_gpt":0.3521841148577703,"score_spread":0.3242953581025381,"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."}}