{"id":"W4281383701","doi":"10.1177/22925503221101953","title":"Commentary: Carbon Neutral Hand Surgery: Simple Changes to Reduce Carbon Footprint","year":2022,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Carbon footprint; Simple (philosophy); Carbon fibers; Environmental science; Computer science; Greenhouse gas; Philosophy; Ecology; Algorithm; Biology; Epistemology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.005550325,0.002177448,0.002540655,0.001308472,0.005011071,0.005037304,0.005223504,0.1062199,0.0180601],"category_scores_gemma":[0.03674254,0.001410899,0.002645177,0.001750571,0.005585021,0.005068369,0.003892465,0.0808299,0.009209679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006603918,"about_ca_system_score_gemma":0.01267206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01918594,"about_ca_topic_score_gemma":0.02154392,"domain_scores_codex":[0.9954868,0.0009262321,0.0005900451,0.0007967539,0.001441562,0.0007585417],"domain_scores_gemma":[0.9781654,0.01221532,0.001769612,0.0003883925,0.004588129,0.002873117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004259706,0.00001041149,0.00005634938,0.0001979496,0.00002165749,0.0001570888,0.0000691803,0.00003982435,0.0001053825,0.001077605,0.9956513,0.002570686],"study_design_scores_gemma":[0.0001877512,0.00005372528,0.0006177539,0.001184107,0.0001189293,0.0004075317,0.0004349153,0.0001558307,0.000247662,0.005023386,0.9914869,0.00008143358],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001201122,0.002803902,0.00006102218,0.8674392,0.1282129,0.00001193025,0.0001080081,0.00001973369,0.001223071],"genre_scores_gemma":[0.001256951,0.001561786,0.00009644951,0.8843939,0.1094861,0.00002752643,0.00003151197,0.00001964404,0.003126187],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1062199,"threshold_uncertainty_score":0.060417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06560748746308857,"score_gpt":0.2798688301876399,"score_spread":0.2142613427245513,"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."}}