{"id":"W4321788562","doi":"10.33823/jfs.2022.4.1.131","title":"Screening Inspiration","year":2023,"lang":"en","type":"article","venue":"Journal of Festive Studies","topic":"Critical and Liberation Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Documentary film; Injustice; Social injustice; Sociology; Indignation; Selection (genetic algorithm); Participant observation; Social justice; Media studies; Pedagogy; Visual arts; Political science; Psychology; Art; Social science; Social psychology; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006773868,0.00003265268,0.0001057738,0.0000831964,0.0003407846,0.00002362135,0.00004996514,0.0000184346,0.00003233147],"category_scores_gemma":[0.001687299,0.00002520086,0.00004289333,0.0002617028,0.0001653349,0.0002121488,0.00001884908,0.00007586086,0.00002390694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002487459,"about_ca_system_score_gemma":0.00005453675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002243865,"about_ca_topic_score_gemma":0.00009989157,"domain_scores_codex":[0.9993598,0.00008707675,0.0001720868,0.00003812302,0.0002422931,0.0001006311],"domain_scores_gemma":[0.9991525,0.0003127522,0.00008038031,0.00001790427,0.0003939853,0.00004252482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001186115,0.0001184669,0.03817155,0.00004164101,0.0005330034,0.0002575501,0.2245367,0.000584838,0.001145467,0.4533314,0.132904,0.1482567],"study_design_scores_gemma":[0.0006671528,0.0003919556,0.1586,0.0001612058,0.00007427815,0.000009011848,0.2001124,0.00005863158,0.0002946453,0.03630781,0.6031216,0.0002013883],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8938785,0.001570816,0.00190587,0.05571237,0.001669514,0.0001213413,0.000003319664,0.00008800233,0.04505024],"genre_scores_gemma":[0.9942967,0.0005588837,0.0005268643,0.0002568426,0.0009847904,0.000001316771,2.740325e-7,0.000002761561,0.00337152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4702176,"threshold_uncertainty_score":0.2621074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3044219569750375,"score_gpt":0.5247414548095091,"score_spread":0.2203194978344715,"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."}}