{"id":"W3215059389","doi":"10.1016/j.jadr.2021.100286","title":"A survey of Saskatchewan family physicians, psychiatrists and pharmacists assessing barriers in lithium use","year":2021,"lang":"en","type":"article","venue":"Journal of Affective Disorders Reports","topic":"Bipolar Disorder and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Victoria Hospital; University of Saskatchewan","funders":"College of Education, University of Saskatchewan","keywords":"Lithium (medication); Medicine; Family medicine; Mood; Psychiatry; Feeling; Pharmacy; Psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006916564,0.0001929602,0.0006531398,0.0002117599,0.00004686884,0.00003756627,0.00003181263,0.00008481742,0.00001000339],"category_scores_gemma":[0.000565642,0.0001702718,0.0001842846,0.0005165368,0.00009493323,0.0003179419,0.00002739172,0.0003394818,1.499339e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009133268,"about_ca_system_score_gemma":0.0008410807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009357684,"about_ca_topic_score_gemma":0.003176535,"domain_scores_codex":[0.9981861,0.0003021285,0.0006759217,0.000257391,0.0003729962,0.0002054911],"domain_scores_gemma":[0.9982647,0.0001903678,0.0007000925,0.000202559,0.0004803308,0.0001619051],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001906065,0.0007217009,0.9620497,0.0001065948,0.0003624535,0.0007869899,0.001542376,0.00001278484,0.004628173,7.146762e-7,0.0001394148,0.02945851],"study_design_scores_gemma":[0.002496817,0.0003112381,0.9902552,0.0002526961,0.0002289071,0.001085056,0.002875709,0.00002155019,0.00205807,0.000174594,0.0001067474,0.0001334017],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846823,0.01395157,0.0002881188,0.0001461394,0.0003581395,0.000222913,0.00001104858,0.000006179365,0.0003335796],"genre_scores_gemma":[0.9983807,0.0009682931,0.0004308984,0.00008947537,0.00002969157,0.000003134261,0.00001493848,0.00002497752,0.00005790969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02932511,"threshold_uncertainty_score":0.6943483,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01593086067747198,"score_gpt":0.3092185160375479,"score_spread":0.2932876553600759,"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."}}