{"id":"W2904074542","doi":"10.3386/w22630","title":"Student Coaching: How Far Can Technology Go?","year":2016,"lang":"en","type":"preprint","venue":"National Bureau of Economic Research","topic":"Coaching Methods and Impact","field":"Psychology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; University of Toronto","funders":"University of Toronto; Canadian Institute for Advanced Research; City University of New York","keywords":"Coaching; Computer science; Psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.006870172,0.0002851105,0.0006085846,0.0018113,0.0001517929,0.0001086794,0.001487461,0.0007922684,0.0008705214],"category_scores_gemma":[0.001129291,0.0002476738,0.0002226367,0.0001574089,0.000480799,0.00004585457,0.001342385,0.001934411,0.0002606578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001286529,"about_ca_system_score_gemma":0.001025414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006766002,"about_ca_topic_score_gemma":0.0001579977,"domain_scores_codex":[0.9961508,0.001027866,0.0005409198,0.0008940701,0.0007194047,0.0006669734],"domain_scores_gemma":[0.996281,0.00173037,0.000353621,0.0009128715,0.0005679467,0.0001541659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008366877,0.0002037625,0.008339952,0.0000429475,0.0005382299,0.000007472746,0.0005076433,0.00005524995,0.0009366414,0.9495502,0.01680719,0.0229271],"study_design_scores_gemma":[0.0008524471,0.0002269482,0.009106606,0.0000979449,0.00001687794,0.00002011082,0.0004541247,0.00006602237,0.0003696334,0.9676399,0.020822,0.0003273668],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1603098,0.001655994,0.001050403,0.0543847,0.003480408,0.001777312,0.0007124559,0.0001420964,0.7764868],"genre_scores_gemma":[0.9859901,0.0001120464,0.001045697,0.00004843627,0.0007274137,0.000218038,0.00008590268,0.00005605158,0.01171628],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8256803,"threshold_uncertainty_score":0.9999976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3794307509917196,"score_gpt":0.5885986319284654,"score_spread":0.2091678809367458,"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."}}