{"id":"W4389509412","doi":"10.1080/21678421.2023.2291710","title":"ALS Health care provider wellness","year":2023,"lang":"nl","type":"article","venue":"Amyotrophic Lateral Sclerosis and Frontotemporal Degeneration","topic":"Amyotrophic Lateral Sclerosis Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; University of Alberta","funders":"ALS Society of Canada","keywords":"Health care; Nursing; Medicine; Political science","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001142668,0.001012284,0.001516265,0.0005089164,0.001404956,0.0007604085,0.0003935111,0.0007227415,0.001078164],"category_scores_gemma":[0.00009291873,0.0008598621,0.0003743462,0.001225622,0.0004381574,0.0009695169,0.0004795647,0.0008815472,0.002678885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001018361,"about_ca_system_score_gemma":0.0007282369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006593272,"about_ca_topic_score_gemma":0.0007359444,"domain_scores_codex":[0.9919398,0.0008875192,0.001680022,0.001803817,0.001594109,0.002094748],"domain_scores_gemma":[0.996672,0.00008644559,0.000527773,0.0009874919,0.0004194258,0.001306869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.003290972,0.000958005,0.134777,0.006076613,0.001464295,0.0004844066,0.02175656,0.001586044,0.1494584,0.0038771,0.352842,0.3234286],"study_design_scores_gemma":[0.008223921,0.003113822,0.9418401,0.002268585,0.0002809766,0.00004022798,0.00124399,0.01439344,0.001966289,0.0003648061,0.02437999,0.001883837],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9440795,0.02277656,0.000158968,0.02729487,0.001837871,0.002642033,0.0002839716,0.0005121728,0.0004140798],"genre_scores_gemma":[0.9649261,0.01758267,0.0003960946,0.002134983,0.002508157,0.0002436033,0.001805782,0.0002087969,0.01019387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8070631,"threshold_uncertainty_score":0.9998951,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04750172503398098,"score_gpt":0.3011478459815914,"score_spread":0.2536461209476104,"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."}}