{"id":"W7132668929","doi":"","title":"Preface","year":2018,"lang":"en","type":"article","venue":"Pure Amsterdam UMC","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"","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":[0.001515768,0.001145936,0.0007034956,0.003613921,0.002935437,0.00392619,0.001344701,0.001102273,0.4390924],"category_scores_gemma":[0.01343479,0.000308051,0.0006321155,0.00219168,0.0007197425,0.002875473,0.002476193,0.003283845,0.3280603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002343898,"about_ca_system_score_gemma":0.002440428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006374914,"about_ca_topic_score_gemma":0.007528128,"domain_scores_codex":[0.9990962,0.0001610832,0.00005645398,0.0001525598,0.0004519755,0.00008181748],"domain_scores_gemma":[0.9953644,0.0007469811,0.0001556401,0.0004417089,0.002722074,0.0005691228],"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":[0.000020455,0.00001355714,0.00005488627,0.00007392745,0.000001484627,0.00002560843,0.00004875744,0.00003301026,0.00006640378,0.004828316,0.9708579,0.02397585],"study_design_scores_gemma":[0.000002692788,0.000005856827,0.0001640653,0.0001097558,0.000001480425,0.0000261135,0.00005562773,0.0000195077,0.00007661802,0.002379198,0.9971551,0.000004033874],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001110929,0.01198144,0.005460599,0.03242172,0.243851,0.0004777449,0.01188673,0.001470876,0.691339],"genre_scores_gemma":[0.004266274,0.004163029,0.001679392,0.005295366,0.02370951,0.0002511256,0.005907351,0.0008477713,0.9538803],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.4390924,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01769778157923894,"score_gpt":0.2768874063007796,"score_spread":0.2591896247215406,"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."}}