{"id":"W4233093315","doi":"10.32920/ryerson.14654166.v1","title":"Best Practices? :","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Diverse Education Studies and Reforms","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ideology; Vision; Globalization; Sociology; Political science; Embodied cognition; Public administration; Environmental ethics; Social science; Law; Politics; Epistemology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003244985,0.00006725149,0.000113339,0.00002304769,0.000388162,0.0002839431,0.0001878978,0.0001458149,0.005299759],"category_scores_gemma":[0.000451865,0.00004918909,0.00007556812,0.00008837721,0.0001046802,0.0001026965,0.0004303342,0.0002145705,0.0002926398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008743978,"about_ca_system_score_gemma":0.0008356717,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04128266,"about_ca_topic_score_gemma":0.01226239,"domain_scores_codex":[0.9992238,0.00005505782,0.00009502727,0.0002003535,0.0002769234,0.0001488038],"domain_scores_gemma":[0.9992214,0.00004618762,0.0002734848,0.0001669566,0.0002203422,0.00007163335],"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":[0.000006857775,0.001107451,0.009991367,0.0002171995,0.0006506533,0.00004345016,0.3234445,0.00003042226,0.000004839874,0.1473254,0.3871402,0.1300376],"study_design_scores_gemma":[0.00001652244,0.000001834899,0.000210319,0.00001869745,0.00001565992,8.926728e-8,0.2332414,5.932755e-7,0.000001299265,0.0002107909,0.7662117,0.00007101751],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01805766,0.0004488546,0.00002778052,0.01591693,0.005186204,0.0001234651,0.000001860506,0.00004529088,0.960192],"genre_scores_gemma":[0.1832238,0.01042782,0.002050326,0.0008632497,0.00237993,0.00004179668,0.00003024194,0.00001020439,0.8009726],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3790715,"threshold_uncertainty_score":0.9956095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1921285162689172,"score_gpt":0.4552540429672403,"score_spread":0.263125526698323,"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."}}