{"id":"W2234454808","doi":"10.36834/cmej.36648","title":"Book Review: Making Thinking Visible","year":2015,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Geography and Education Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical education; Computer science; Mathematics education; Psychology; Engineering ethics; Medicine; Engineering","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":[0.001976162,0.001188318,0.001864598,0.00327829,0.0009861116,0.004489005,0.001881598,0.003808206,0.03405958],"category_scores_gemma":[0.01735,0.0006448861,0.00105878,0.004982915,0.001773581,0.003594943,0.001473604,0.005503981,0.0245255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00277078,"about_ca_system_score_gemma":0.004726323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006172805,"about_ca_topic_score_gemma":0.01469422,"domain_scores_codex":[0.9971492,0.0005751625,0.0002200822,0.0002581986,0.001649095,0.0001483262],"domain_scores_gemma":[0.9895263,0.004674636,0.0006390875,0.0002678297,0.004214343,0.0006778124],"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":[0.000008274088,0.000005025595,0.00001661347,0.001063903,0.000008649737,0.00002333904,0.00001735517,0.00001781266,0.00002674869,0.0005526107,0.9641877,0.0340719],"study_design_scores_gemma":[0.00001331098,0.00001095281,0.0001086053,0.002137019,0.0000159911,0.0002635186,0.00002240831,0.000009713598,0.000026593,0.0005306298,0.9968539,0.000007386622],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.00008958716,0.8511739,0.0003791119,0.03355,0.09201082,0.00005438609,0.0001784141,0.00008167014,0.02248209],"genre_scores_gemma":[0.001454817,0.8355721,0.0007392876,0.05244314,0.05630389,0.0001301,0.0003996463,0.0001006409,0.05285643],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.03405958,"threshold_uncertainty_score":0.1139407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03977848906448202,"score_gpt":0.4115061075166168,"score_spread":0.3717276184521348,"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."}}