{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002377673,0.0001234969,0.0001363991,0.00009028558,0.0005008632,0.00009094932,0.0004358997,0.0000131241,0.003065553],"category_scores_gemma":[0.000004716877,0.00008994324,0.000105811,0.0001573704,0.0001944755,0.000142248,0.00001761068,0.000275226,0.0002657524],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000969785,"about_ca_system_score_gemma":0.0008939063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008476687,"about_ca_topic_score_gemma":0.0003979441,"domain_scores_codex":[0.9991813,0.00003366184,0.0002612957,0.00008588246,0.0001267611,0.0003111353],"domain_scores_gemma":[0.9990941,0.00001512422,0.0001832956,0.0001422093,0.0001503037,0.0004149635],"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":[0.00009156558,0.0001112269,0.315898,0.000004827208,0.0006105769,0.00009753477,0.009749532,0.00001725309,0.00005052068,0.009509394,0.4572988,0.2065608],"study_design_scores_gemma":[0.0007008507,0.0001057143,0.004649887,0.00002685977,0.00003340038,0.000005060644,0.0001496684,0.000001956822,0.001336323,0.001127336,0.9917148,0.0001481457],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.840122,0.0002994677,0.001879149,0.004592934,0.004792377,0.0001851275,0.00001471084,0.00000898811,0.1481053],"genre_scores_gemma":[0.9939712,4.819541e-7,0.0005006542,0.0002151459,0.002082949,0.000002385748,0.000001592199,0.00001441996,0.003211135],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.534416,"threshold_uncertainty_score":0.9978458,"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."}}