{"id":"W2067933373","doi":"10.1080/15287390306422","title":"Commentary: An Industry Perspective","year":2003,"lang":"en","type":"article","venue":"Journal of Toxicology and Environmental Health","topic":"Air Quality Monitoring and Forecasting","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Perspective (graphical); Task (project management); Quality (philosophy); Psychology; Public relations; Marketing; Business; Political science; Management; Epistemology; Economics; Computer science; Philosophy; Artificial intelligence","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":[0.02912395,0.002039801,0.002781836,0.003892664,0.01048274,0.01066699,0.01118612,0.1155434,0.01606283],"category_scores_gemma":[0.1504856,0.001811295,0.003270616,0.003499574,0.01296474,0.01555747,0.005819595,0.1141235,0.01083914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01724952,"about_ca_system_score_gemma":0.02259633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02167486,"about_ca_topic_score_gemma":0.01800147,"domain_scores_codex":[0.973083,0.008469296,0.00253686,0.003882528,0.009450652,0.002577693],"domain_scores_gemma":[0.877805,0.07337234,0.005987228,0.002170332,0.03230088,0.008364291],"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":[0.00001814233,0.000005529626,0.0000317095,0.0001119172,0.00001022579,0.0001621616,0.0002083478,0.00001634477,0.00002972339,0.001653316,0.9959478,0.001804903],"study_design_scores_gemma":[0.00007164221,0.00003856652,0.0003480208,0.002167529,0.00005509162,0.0005740296,0.001462442,0.00009854393,0.0001842223,0.007706205,0.9872174,0.00007632763],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00003150803,0.001291651,0.00003160218,0.9739908,0.02395767,0.000005485726,0.00002251848,0.000007970883,0.0006607477],"genre_scores_gemma":[0.0006054256,0.0008720923,0.00004634992,0.9742682,0.02315092,0.00001845921,0.00000869175,0.00001230162,0.001017499],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1155434,"threshold_uncertainty_score":0.154024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02776196801625911,"score_gpt":0.3081433083349595,"score_spread":0.2803813403187003,"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."}}