{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002295504,0.0001014576,0.0001344026,0.0005187389,0.001215511,0.0006670344,0.0003770224,0.0002810535,0.01676626],"category_scores_gemma":[0.009095985,0.00005724319,0.000118954,0.0005180985,0.0005408038,0.0004993082,0.0008346583,0.0004080429,0.0006734523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003923208,"about_ca_system_score_gemma":0.007501434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0620437,"about_ca_topic_score_gemma":0.1063992,"domain_scores_codex":[0.9980806,0.0006164258,0.0001203901,0.000146661,0.0006698549,0.0003660534],"domain_scores_gemma":[0.9910446,0.001988681,0.002428131,0.0002463643,0.00222455,0.002067533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001088095,0.0001401029,0.8629023,0.000555866,0.00005841974,0.0002867663,0.006325554,0.0001431678,0.0006367352,0.0006037529,0.01344605,0.1147925],"study_design_scores_gemma":[0.00001511731,0.0001511511,0.9517185,0.0006704853,0.00003273704,0.0008880839,0.009313384,0.0001951442,0.0003364601,0.0003803578,0.03628227,0.00001631302],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9123614,0.005003353,0.0008931446,0.01840173,0.0001163714,0.000164831,0.001926131,0.00005595761,0.06107715],"genre_scores_gemma":[0.9952335,0.001147052,0.0003540516,0.0008714221,0.00003106639,0.0000363565,0.0002524753,0.000003495932,0.002070697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0620437,"threshold_uncertainty_score":0.1233651,"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."}}