{"id":"W4401308333","doi":"10.3985/mcwmr.35.207","title":"Reform and Repair Company in Practice","year":2024,"lang":"en","type":"article","venue":"Material Cycles and Waste Management Research","topic":"Corporate Insolvency and Governance","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bell (Canada)","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001443342,0.0001281541,0.0001383998,0.0003697462,0.0001625772,0.001043148,0.0001340336,0.00004295248,0.00005889619],"category_scores_gemma":[0.00002458167,0.0001077452,0.0000240132,0.0004995058,0.000124277,0.00117335,0.00072255,0.0001738277,0.0000765134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006454569,"about_ca_system_score_gemma":0.000007111381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003731923,"about_ca_topic_score_gemma":0.0002692768,"domain_scores_codex":[0.9986296,0.00002857899,0.000220957,0.0003983617,0.000363886,0.0003586003],"domain_scores_gemma":[0.9996716,0.0000416664,0.00003900308,0.0001809295,0.00005149629,0.00001532957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005978696,0.0001491255,0.002455888,0.005199591,0.00009769689,0.0013327,0.0002449449,0.00001383243,0.0006424579,0.9294261,0.01206262,0.04777712],"study_design_scores_gemma":[0.0005791747,0.00004583587,0.02367693,0.0007333213,0.00004624902,0.00001148285,0.006364197,0.006945192,0.00006221965,0.01565658,0.9455434,0.0003354204],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8993054,0.000968467,0.000007126354,0.003288079,0.0004075409,0.0003975525,0.000005233348,0.0001291129,0.09549147],"genre_scores_gemma":[0.996774,0.0009374857,0.0001716322,0.0002457709,0.000625534,0.000039163,0.00001120475,0.00002082599,0.001174345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9334808,"threshold_uncertainty_score":0.9999939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03750541691876556,"score_gpt":0.3092414963059628,"score_spread":0.2717360793871972,"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."}}