{"id":"W3142482680","doi":"10.1177/1541931213601199","title":"This Changes Everything","year":2016,"lang":"en","type":"article","venue":"Proceedings of the Human Factors and Ergonomics Society Annual Meeting","topic":"Ergonomics and Human Factors","field":"Engineering","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Climate change; Unrest; Capitalism; Environmental ethics; Political science; Natural resource; Position (finance); Public relations; Political economy; Sociology; Engineering ethics; Business; Law; Ecology; Politics; Engineering","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":[0.0038566,0.0006009189,0.0005162364,0.0008704591,0.009379392,0.01162824,0.001170637,0.004710118,0.02840173],"category_scores_gemma":[0.007381154,0.0003513232,0.0006668965,0.0007540959,0.01558902,0.01515624,0.008992258,0.01021189,0.007466578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00370175,"about_ca_system_score_gemma":0.004405602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009078905,"about_ca_topic_score_gemma":0.01537906,"domain_scores_codex":[0.9929339,0.002266419,0.0001965328,0.001221974,0.002117088,0.001264171],"domain_scores_gemma":[0.9951926,0.0009962261,0.0004322267,0.0006535093,0.0009800536,0.001745434],"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":[0.0000653505,0.0001106209,0.002864503,0.0002905992,0.00005368797,0.0004775055,0.03842657,0.0001050206,0.001558166,0.3242585,0.5434566,0.08833294],"study_design_scores_gemma":[0.00000400127,0.00002305041,0.0009846166,0.0001518934,0.000006589214,0.0002016554,0.007732704,0.00002138141,0.0001467272,0.02135639,0.969348,0.00002295755],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01277831,0.02557379,0.006107033,0.4991597,0.03678931,0.00005192364,0.0002816195,0.0004094972,0.4188488],"genre_scores_gemma":[0.3117135,0.0168526,0.004378637,0.3922864,0.009402481,0.00009268682,0.000276957,0.0006874056,0.2643093],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02840173,"threshold_uncertainty_score":0.09501326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01217959551777595,"score_gpt":0.1969629173453559,"score_spread":0.18478332182758,"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."}}