{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008323533,0.0002451222,0.0004369025,0.0001940226,0.0003761185,0.00004383398,0.0001790915,0.00004585017,0.001180073],"category_scores_gemma":[0.000478153,0.0002611222,0.00008963813,0.0005577767,0.0000839467,0.00002857727,0.0005630779,0.0002342683,0.00003490419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006021414,"about_ca_system_score_gemma":0.00004024182,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009773312,"about_ca_topic_score_gemma":0.003233669,"domain_scores_codex":[0.9975985,0.0001760751,0.0003417357,0.0004789467,0.0004734123,0.0009313473],"domain_scores_gemma":[0.9941235,0.004891946,0.0001296901,0.0003364508,0.000006915836,0.0005114606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005400287,0.0004552793,0.7005614,0.0001120111,0.00003663111,0.0002828898,0.003780836,0.002036532,0.01804003,0.000003606255,0.2501172,0.02403352],"study_design_scores_gemma":[0.0007495962,0.0006262952,0.5930138,0.0001654943,0.0001235175,0.0001466613,0.002683441,0.002737875,0.02619742,0.0002352112,0.3713407,0.001979923],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9820061,0.00007489026,0.00000155875,0.01382657,0.003334578,0.0002385195,0.00007336525,0.00007498846,0.000369463],"genre_scores_gemma":[0.995958,0.00004440856,0.000008303728,0.003308451,0.0003097004,0.0002093163,0.00008594983,0.00004253022,0.00003335542],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1212235,"threshold_uncertainty_score":0.9999841,"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."}}