{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003678254,0.0008216465,0.0005910072,0.002107009,0.005266889,0.006717568,0.002252023,0.002173239,0.2281632],"category_scores_gemma":[0.0125757,0.0004828796,0.0005392444,0.001997724,0.001933428,0.005313785,0.00641883,0.002480667,0.07322405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002400511,"about_ca_system_score_gemma":0.00436284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002863774,"about_ca_topic_score_gemma":0.007153208,"domain_scores_codex":[0.9965717,0.001047005,0.0001787648,0.0006811538,0.001070287,0.0004511478],"domain_scores_gemma":[0.996361,0.0009361876,0.0001348284,0.0008706286,0.001024959,0.0006725205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002160598,0.0003364076,0.00447355,0.0006636566,0.00001748914,0.001617788,0.02546501,0.0001978223,0.003565749,0.3037902,0.2910789,0.3685775],"study_design_scores_gemma":[0.00001376755,0.000038432,0.0007644695,0.000241231,0.000006779435,0.0003459603,0.004752164,0.0001343973,0.0005849617,0.01016338,0.9829432,0.00001127394],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01377681,0.0009243115,0.01439194,0.006051078,0.00137907,0.001149618,0.001385562,0.0005346552,0.9604069],"genre_scores_gemma":[0.1388888,0.00178832,0.03359748,0.004531768,0.0003076076,0.001517072,0.002625616,0.001183817,0.8155596],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2281632,"threshold_uncertainty_score":0.7632821,"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."}}