{"id":"W3022423408","doi":"10.1016/j.envsci.2005.10.001","title":"","year":2006,"lang":"en","type":"article","venue":"Environmental Science & Policy","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Business","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","sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.001314984,0.0004703162,0.0002711085,0.0009695252,0.001885209,0.0003269449,0.001943449,0.0000684926,0.0001633676],"category_scores_gemma":[0.0001010467,0.0004545134,0.000142421,0.003257778,0.01001931,0.00322959,0.0009276915,0.0002290447,0.00435531],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004278096,"about_ca_system_score_gemma":0.0002760864,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0131681,"about_ca_topic_score_gemma":0.0002112,"domain_scores_codex":[0.9928063,0.00008584898,0.0005498959,0.001377138,0.002688281,0.002492554],"domain_scores_gemma":[0.99797,0.00003963622,0.0002411749,0.001059737,0.00000570828,0.0006836718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00001584603,0.0004118667,0.1737777,6.535978e-7,0.000001514236,0.00001386821,0.0004038814,0.001326382,0.814853,0.007585353,0.0001067372,0.001503199],"study_design_scores_gemma":[0.0006540933,0.00009080255,0.73698,0.000003517448,0.000005856873,0.00008109507,0.0003477936,0.0002620186,0.2551986,0.003261026,0.002681208,0.0004339805],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898908,0.00005315852,0.00003286667,0.001149962,0.00007344076,0.000441507,0.0001038477,0.000297892,0.007956561],"genre_scores_gemma":[0.9969129,0.000004831278,0.0009320301,0.0007759533,0.0006958224,0.0000561229,0.00002081199,0.00007754524,0.0005239675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5632022,"threshold_uncertainty_score":0.9997907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00397610813012137,"score_gpt":0.2343475217241955,"score_spread":0.2303714135940742,"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."}}