{"id":"W6907970247","doi":"10.25384/sage.c.6709602.v1","title":"Rethinking student placement to enhance efficiency and student agency","year":2023,"lang":"en","type":"other","venue":"Sage Journals Data","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Agency (philosophy); Test (biology); Focus (optics); Focus group; Program evaluation","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06217507,0.0007923031,0.0009305913,0.002214011,0.003048294,0.0108351,0.003162616,0.001143432,0.008248563],"category_scores_gemma":[0.1666798,0.0005071077,0.0008175678,0.001728069,0.003295416,0.00587132,0.006909755,0.00340803,0.004327946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003601736,"about_ca_system_score_gemma":0.007427895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002262576,"about_ca_topic_score_gemma":0.006864054,"domain_scores_codex":[0.9415661,0.0381327,0.00367604,0.001771084,0.01233361,0.002520452],"domain_scores_gemma":[0.8644481,0.07036121,0.007000546,0.02458041,0.02473863,0.008871131],"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":[0.0002994353,0.002886688,0.03354708,0.000385003,0.00003679176,0.000204595,0.03964979,0.001051381,0.00507169,0.007850166,0.01553951,0.8934779],"study_design_scores_gemma":[0.0006417729,0.01128677,0.3212738,0.002584772,0.0001583781,0.00109046,0.1798554,0.02066435,0.05040774,0.05744985,0.353581,0.00100569],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.7519616,0.0003083683,0.1299045,0.01091046,0.001401389,0.005670173,0.0003018721,0.002775547,0.09676617],"genre_scores_gemma":[0.8048768,0.0003250744,0.1717479,0.0009991106,0.0001634839,0.002651431,0.0002794455,0.0005824847,0.01837418],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.06217507,"threshold_uncertainty_score":0.3288171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07463137258822819,"score_gpt":0.4154439363141827,"score_spread":0.3408125637259545,"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."}}