{"id":"W4378174588","doi":"10.7202/1099884ar","title":"Four Handouts","year":2023,"lang":"en","type":"article","venue":"Performance Matters","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geography","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006419365,0.00004628941,0.00004946187,0.00009415785,0.0004021803,0.00007172933,0.0001569796,0.00002777347,0.0002580913],"category_scores_gemma":[0.0001030281,0.00004651819,0.00001975146,0.0004757646,0.00009290309,0.0005080873,0.00002319906,0.00007614741,0.003054247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009551205,"about_ca_system_score_gemma":0.00006762983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002193998,"about_ca_topic_score_gemma":0.00006346884,"domain_scores_codex":[0.9992812,0.00006206756,0.00007576674,0.000110372,0.0002282224,0.000242324],"domain_scores_gemma":[0.9996643,0.00009502967,0.00004902199,0.0001067981,0.00003683866,0.00004799913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004428145,0.00005174205,0.4629858,0.00007251166,0.00003782339,0.000005611761,0.09202176,0.0003715725,0.001049257,0.00219581,0.2425559,0.198608],"study_design_scores_gemma":[0.0001315291,0.00001619423,0.1654774,0.00001689954,0.000007050106,0.000001131926,0.003425455,0.0005220005,0.0003583602,0.000525622,0.8293867,0.0001316605],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8402961,0.000006452,0.00003592056,0.02245464,0.001228769,0.0001058762,4.080436e-7,0.0002353041,0.1356365],"genre_scores_gemma":[0.9890126,0.0002055959,0.0002323064,0.00146935,0.0002978431,0.00003183592,0.000002252099,0.000008120514,0.008740118],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5868308,"threshold_uncertainty_score":0.997722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05274832694133173,"score_gpt":0.3814307993656962,"score_spread":0.3286824724243645,"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."}}