{"id":"W4285499265","doi":"10.46747/cfp.6807483","title":"Children are our best teachers","year":2022,"lang":"en","type":"letter","venue":"Canadian Family Physician","topic":"Child and Adolescent Health","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Favourite; Line (geometry); Data science; Computer science; Political science; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000267638,0.0006412574,0.0008480476,0.0005329945,0.002570913,0.00003336431,0.0009248002,0.00105241,0.00009303122],"category_scores_gemma":[0.00002094227,0.0007042091,0.0003050199,0.0004531562,0.00004893023,0.00009496952,0.0001437377,0.0113858,0.003003975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003154263,"about_ca_system_score_gemma":0.005256635,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1290181,"about_ca_topic_score_gemma":0.04671007,"domain_scores_codex":[0.9947893,0.0008096304,0.000630655,0.0009174733,0.0005565959,0.002296371],"domain_scores_gemma":[0.9973148,0.00007455289,0.0005603389,0.001092171,0.00009018249,0.0008679546],"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":[0.000003050177,0.00002254247,0.00221286,0.0001603215,0.00006853785,0.0001959974,0.0005122576,0.000001408488,0.000001491446,0.00002172434,0.9939097,0.002890162],"study_design_scores_gemma":[0.0004353572,0.0000468018,0.02164391,0.0006860535,0.0000751989,6.567731e-7,0.00729989,0.000001190121,1.173493e-7,0.00007469364,0.9690555,0.0006805767],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.005298187,0.00119589,6.176344e-7,0.8416531,0.005307361,0.002272781,0.005397829,0.0002096012,0.1386646],"genre_scores_gemma":[0.002891376,0.00007182587,0.000008466002,0.9396664,0.03572308,0.00005431489,0.003974982,0.0002554368,0.01735414],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1213105,"threshold_uncertainty_score":0.9995409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0463295279400652,"score_gpt":0.3268889158813834,"score_spread":0.2805593879413182,"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."}}