{"id":"W2946091007","doi":"10.1017/cjn.2019.19","title":"Laboratory Monitoring Practices Among Canadian Multiple Sclerosis Clinicians","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Multiple sclerosis; Medicine; Physical medicine and rehabilitation; Psychology; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.001766951,0.0001793194,0.0002464541,0.001239305,0.003036972,0.001634918,0.001060002,0.000519668,0.002584599],"category_scores_gemma":[0.01077797,0.0002879474,0.0002223621,0.002817996,0.0009042921,0.0004024559,0.0008571183,0.000615534,0.0002365516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.024633,"about_ca_system_score_gemma":0.03284354,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9464334,"about_ca_topic_score_gemma":0.9587158,"domain_scores_codex":[0.9967433,0.0004114796,0.0002753965,0.0004395518,0.001681023,0.0004491696],"domain_scores_gemma":[0.9838599,0.002575614,0.003826907,0.0002684676,0.005656119,0.003812991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001090801,0.00008928539,0.9303083,0.0002740617,0.00002932273,0.0005670085,0.01914634,0.0002136588,0.001158229,0.0001534933,0.00594078,0.0420104],"study_design_scores_gemma":[0.00002302558,0.0001560538,0.9693505,0.0003108181,0.00002758338,0.000717069,0.0190248,0.000583589,0.0003253071,0.00004586539,0.009392861,0.00004252309],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852906,0.001566954,0.0001777975,0.003722922,0.0000237159,0.00008319526,0.0009635606,0.00004364772,0.008127535],"genre_scores_gemma":[0.9965261,0.001287463,0.0005339518,0.0007326229,0.00001258641,0.00002489422,0.0002588921,0.000007130395,0.0006163917],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9464334,"threshold_uncertainty_score":0.1787258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1317444498717109,"score_gpt":0.3442454125369122,"score_spread":0.2125009626652013,"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."}}