{"id":"W3136823473","doi":"10.21083/csieci.v14i1.6510","title":"Playing the Changes","year":2021,"lang":"en","type":"article","venue":"Critical Studies in Improvisation / Études critiques en improvisation","topic":"Digital Education and Society","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.004646888,0.001031462,0.0004425491,0.0008773529,0.008956423,0.01210589,0.001296701,0.006586785,0.03623475],"category_scores_gemma":[0.01229338,0.0003267475,0.0004834203,0.000576523,0.01090437,0.01164671,0.007462342,0.01314976,0.01150607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003996205,"about_ca_system_score_gemma":0.003529957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005946005,"about_ca_topic_score_gemma":0.01335884,"domain_scores_codex":[0.9941536,0.002661794,0.0001282556,0.0008789716,0.001586311,0.0005911407],"domain_scores_gemma":[0.9950026,0.002052957,0.000228508,0.0005074192,0.001167969,0.001040557],"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":[0.0000252715,0.00002561879,0.0001348418,0.00008661512,0.0000073187,0.00006545121,0.00374803,0.0000326003,0.0001707902,0.2192861,0.7464221,0.02999534],"study_design_scores_gemma":[0.000003085855,0.000005967762,0.00008283224,0.0001142155,0.000002163583,0.00005583674,0.001898098,0.00003038041,0.00012518,0.02299565,0.9746799,0.000006625849],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.001980066,0.03674523,0.00594092,0.6124396,0.1092187,0.00004917092,0.00008942184,0.0002151804,0.2333217],"genre_scores_gemma":[0.112988,0.02109508,0.005013121,0.1650652,0.02888589,0.0001626193,0.0001796955,0.0007490236,0.6658614],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03623475,"threshold_uncertainty_score":0.1212173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09108256509733968,"score_gpt":0.4064647824749606,"score_spread":0.3153822173776209,"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."}}