{"id":"W3112805170","doi":"","title":"Looking Back, Looking Forward","year":2020,"lang":"en","type":"article","venue":"Lex Electronica","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","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":[0.004526919,0.0006949631,0.0009303435,0.001923261,0.005955925,0.01554824,0.001515858,0.009549215,0.1739322],"category_scores_gemma":[0.02463037,0.0004156358,0.0008388302,0.001973503,0.004420166,0.02601071,0.005727012,0.01656848,0.1109908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004124172,"about_ca_system_score_gemma":0.01117828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01103331,"about_ca_topic_score_gemma":0.02137258,"domain_scores_codex":[0.9957753,0.001045788,0.000210989,0.000388194,0.00165894,0.0009209001],"domain_scores_gemma":[0.9881629,0.001795704,0.0004265235,0.000742355,0.005873613,0.002998841],"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":[0.00002040268,0.00002071743,0.0002809517,0.0001197109,0.000006267824,0.00006865268,0.0004074005,0.00001674025,0.0001015632,0.02384539,0.9404344,0.03467777],"study_design_scores_gemma":[0.000006031823,0.00001664368,0.0003256949,0.0005480564,0.000006617785,0.00006938307,0.002348353,0.00001764221,0.00007709668,0.01082095,0.985747,0.00001654266],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005890749,0.0140027,0.0006261601,0.7985652,0.07049561,0.00002170235,0.000336237,0.0002019698,0.1151613],"genre_scores_gemma":[0.01108282,0.0174333,0.001551854,0.4732277,0.01964099,0.00006234536,0.000507484,0.0004806219,0.4760128],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1739322,"threshold_uncertainty_score":0.5818612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04880834976888029,"score_gpt":0.3434485511788576,"score_spread":0.2946402014099774,"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."}}