{"id":"W1594308472","doi":"10.1111/j.1365-2923.2011.04066.x","title":"Feedback: much more than a tool","year":2011,"lang":"en","type":"letter","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre for Advancing Health Outcomes","funders":"","keywords":"Scholarship; Library science; Citation; Medicine; Computer science; Law; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02113596,0.00103212,0.001584007,0.001294566,0.01040823,0.01334253,0.003097136,0.1280823,0.01466851],"category_scores_gemma":[0.1323375,0.001272869,0.00174063,0.001067046,0.008552329,0.01369378,0.00640988,0.09897456,0.007440491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01178651,"about_ca_system_score_gemma":0.0165293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01244036,"about_ca_topic_score_gemma":0.02631066,"domain_scores_codex":[0.9685666,0.01252414,0.00310201,0.002284847,0.01030666,0.003215779],"domain_scores_gemma":[0.8818783,0.07782997,0.005673083,0.002422555,0.01745879,0.01473723],"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":[0.00003613552,0.00003284803,0.0004890969,0.00007200634,0.00001486604,0.0008705115,0.0004334954,0.00004159431,0.0001020348,0.005597497,0.9809895,0.01132036],"study_design_scores_gemma":[0.0001695921,0.0000863207,0.001460256,0.001123419,0.000060888,0.002510236,0.001753362,0.0006216359,0.000220294,0.02144387,0.9704115,0.0001384861],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00007433776,0.000204814,0.00004927912,0.9957421,0.002931871,0.000002335375,0.000005242787,0.000006908517,0.0009831038],"genre_scores_gemma":[0.001852231,0.0002921172,0.0001484689,0.9851661,0.009111452,0.00001342876,0.000004663508,0.00001182859,0.003399641],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1280823,"threshold_uncertainty_score":0.111779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01597376161627879,"score_gpt":0.3319452991846896,"score_spread":0.3159715375684108,"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."}}