{"id":"W2604989136","doi":"10.1093/pch/18.1.7","title":"What I’ve learned","year":2013,"lang":"en","type":"article","venue":"Paediatrics & Child Health","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Children's Hospital","funders":"","keywords":"Computer science; Medicine; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001477487,0.00008443189,0.0001233959,0.00009571372,0.0009933168,0.0003705512,0.0002269745,0.00008680803,0.001252578],"category_scores_gemma":[0.0005974554,0.00008244893,0.00005140556,0.0004684637,0.00008498628,0.00139968,0.00001887864,0.0003171192,0.001705572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001323817,"about_ca_system_score_gemma":0.0009084606,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007058379,"about_ca_topic_score_gemma":0.001306159,"domain_scores_codex":[0.9982354,0.0004328318,0.0002106676,0.0002122419,0.0004413307,0.0004675509],"domain_scores_gemma":[0.9984618,0.0007069985,0.000195009,0.000150552,0.0001218148,0.0003637962],"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":[0.00001127875,0.0003900047,0.06090136,0.0001267892,0.00003079839,0.000001164453,0.2522708,0.000009873252,8.999709e-7,0.1853632,0.3084313,0.1924626],"study_design_scores_gemma":[0.0001492819,0.00004821417,0.0300764,0.00002034676,0.000008205155,0.000001011851,0.08647006,0.000005144783,9.148232e-7,0.01226306,0.8707836,0.000173713],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0203533,0.01553709,0.00002846072,0.868306,0.003510485,0.0006007833,0.000002796886,0.0001286704,0.09153241],"genre_scores_gemma":[0.9173207,0.04277005,0.000897656,0.02923873,0.004904402,0.00004578655,0.00002365036,0.00001962747,0.004779407],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8969674,"threshold_uncertainty_score":0.9996604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06569900677479454,"score_gpt":0.3805848705247428,"score_spread":0.3148858637499483,"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."}}