{"id":"W4386634919","doi":"10.1371/journal.pone.0291501","title":"The ecological footprint of physicians: A survey of physicians in Canada, India, and USA","year":2023,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Western University","funders":"","keywords":"Ecological footprint; Climate change; Work (physics); Carbon footprint; Consumption (sociology); Greenhouse gas; Geography; Public health; Resource (disambiguation); Socioeconomics; Environmental health; Ecology; Medicine; Sustainability; Sociology; Social science","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0006778945,0.0001661809,0.000222036,0.001065595,0.001852212,0.0008439437,0.0005687729,0.0005406649,0.001578272],"category_scores_gemma":[0.003178493,0.0002383864,0.0002213149,0.002602726,0.0008866818,0.0004905533,0.0008684082,0.0006478831,0.0002034471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004368602,"about_ca_system_score_gemma":0.006354996,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8250189,"about_ca_topic_score_gemma":0.8715567,"domain_scores_codex":[0.9990025,0.0001381226,0.00008019082,0.0001100971,0.0004062585,0.0002629446],"domain_scores_gemma":[0.995874,0.0004779944,0.001282093,0.00007451654,0.0008800675,0.001411314],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003082185,0.00004951659,0.9920443,0.00004414214,0.00001530426,0.0001273535,0.003907375,0.00001541512,0.0001459208,0.00001968456,0.0008801803,0.002719959],"study_design_scores_gemma":[0.000002364249,0.00002228523,0.9927115,0.00001992825,0.000005085147,0.00007570133,0.006579418,0.00003515373,0.00001754564,0.000004052284,0.0005213518,0.000005545211],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970686,0.0003297952,0.00002566199,0.0007864026,0.000006350242,0.00002066745,0.0006992796,0.000004193661,0.001059149],"genre_scores_gemma":[0.9983845,0.0005217649,0.00007477937,0.0004652408,0.000009472496,0.00001407329,0.0002904568,0.000002227623,0.0002373951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1749811,"threshold_uncertainty_score":0.3520231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1143269066454205,"score_gpt":0.2720366990666667,"score_spread":0.1577097924212462,"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."}}