{"id":"W4254200472","doi":"10.1038/d41586-018-01022-4","title":"Clocking out","year":2018,"lang":"en","type":"article","venue":"Nature","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ottawa Public Health","funders":"","keywords":"Computer 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":[0.002337522,0.001124623,0.0005707156,0.001051623,0.002897368,0.006212575,0.001156451,0.002515396,0.1827215],"category_scores_gemma":[0.009243989,0.0004864401,0.0006552331,0.0005618912,0.003087551,0.005414013,0.00380927,0.008293653,0.1132403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001742396,"about_ca_system_score_gemma":0.002789161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002566797,"about_ca_topic_score_gemma":0.004280647,"domain_scores_codex":[0.9983669,0.0003055217,0.0000640514,0.0003112605,0.0006313556,0.0003209428],"domain_scores_gemma":[0.9957128,0.0004891613,0.0001661031,0.0009897562,0.001188491,0.001453749],"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":[0.0000680821,0.00001646692,0.0002414954,0.00006553427,0.00001080534,0.00007276278,0.0002729967,0.00004038215,0.001769932,0.029299,0.9020035,0.06613901],"study_design_scores_gemma":[0.000003389743,0.000007662529,0.0001044625,0.0000210277,0.000003231112,0.00004651907,0.0001102814,0.000016407,0.0002592597,0.004140315,0.9952818,0.000005770383],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.003275835,0.01034734,0.01313138,0.1399273,0.1858566,0.00009348953,0.001125615,0.004512012,0.6417304],"genre_scores_gemma":[0.02764432,0.005167469,0.004941585,0.06471173,0.01478436,0.00009308357,0.0008647715,0.002083704,0.8797089],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1827215,"threshold_uncertainty_score":0.6112644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01140790355948518,"score_gpt":0.3143805365321563,"score_spread":0.3029726329726711,"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."}}