{"id":"W2063591393","doi":"10.2139/ssrn.2499222","title":"Certification Matters: Is Green Talk Cheap Talk?","year":2014,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Certification; Business; Public relations; Political science; Law","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":[0.01487519,0.0003580669,0.0009040043,0.00153047,0.006050736,0.01468468,0.001685567,0.01383479,0.0705293],"category_scores_gemma":[0.1003531,0.0004382185,0.000657722,0.00132003,0.01205252,0.01831886,0.004698907,0.01089922,0.00873993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004965766,"about_ca_system_score_gemma":0.007501299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01317289,"about_ca_topic_score_gemma":0.01542153,"domain_scores_codex":[0.9872168,0.004386365,0.0003132477,0.001719945,0.003925926,0.002437716],"domain_scores_gemma":[0.9265299,0.05106474,0.005570081,0.002860295,0.008355019,0.00561999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0006936776,0.0003932602,0.01346319,0.0003313321,0.000112106,0.0005456093,0.006721193,0.0007483435,0.0009595606,0.6380655,0.2169223,0.121044],"study_design_scores_gemma":[0.0002023939,0.0001990907,0.02090836,0.0009280004,0.0002435919,0.0003442286,0.02093158,0.001535291,0.002093607,0.6478538,0.3045519,0.0002082095],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06677069,0.004036258,0.00808653,0.6024351,0.005624753,0.00006208006,0.0002434379,0.0002607488,0.3124803],"genre_scores_gemma":[0.8813934,0.001149401,0.0007678479,0.07158225,0.002699728,0.00005035177,0.00008861333,0.0002913385,0.04197714],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0705293,"threshold_uncertainty_score":0.235944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007452383637501676,"score_gpt":0.2216240580038928,"score_spread":0.2141716743663911,"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."}}