{"id":"W2804696846","doi":"10.4212/cjhp.v52i4.1835","title":"Many Hands Make Light Work","year":2018,"lang":"en","type":"article","venue":"The Canadian Journal of Hospital Pharmacy","topic":"History and Developments in Astronomy","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Work (physics); Data science; Computer science; Engineering; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007488633,0.001476776,0.00123102,0.002538703,0.02247521,0.02423401,0.002459036,0.006977361,0.1736529],"category_scores_gemma":[0.02748635,0.0008606231,0.001211415,0.001538118,0.02254489,0.01014941,0.01730622,0.01651954,0.07797328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01121859,"about_ca_system_score_gemma":0.02837519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03429934,"about_ca_topic_score_gemma":0.1019348,"domain_scores_codex":[0.9877292,0.002490491,0.0002817559,0.001111227,0.005721721,0.002665565],"domain_scores_gemma":[0.9618933,0.003248091,0.001209904,0.002223577,0.007710749,0.02371446],"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":[0.00006564464,0.0001134299,0.001018635,0.00009775138,0.00002746169,0.0002998042,0.001997765,0.000051354,0.0003297451,0.0361193,0.882856,0.07702313],"study_design_scores_gemma":[0.00001684563,0.0000261783,0.0007378678,0.0001751409,0.000008212409,0.000222595,0.003875321,0.00001768453,0.00008222806,0.01456586,0.9802408,0.00003122388],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.003077482,0.01055981,0.002733502,0.4806069,0.05154414,0.00008453836,0.000168714,0.0006544457,0.4505705],"genre_scores_gemma":[0.05124794,0.007391977,0.002971264,0.2063897,0.01659628,0.00007421606,0.0001494184,0.0006955785,0.7144836],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.1736529,"threshold_uncertainty_score":0.5809269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009708425612553351,"score_gpt":0.2393003208048204,"score_spread":0.2295918951922671,"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."}}