{"id":"W4413007881","doi":"10.3390/jrfm18080439","title":"Sustainability and Profitability of Large Manufacturing Companies","year":2025,"lang":"en","type":"article","venue":"Journal of risk and financial management","topic":"Environmental Sustainability in Business","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Profitability index; Sustainability; Business; Industrial organization; Commerce; Finance","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009400917,0.0001925893,0.0001775382,0.002302062,0.0005493279,0.002255253,0.000275298,0.0004425124,0.001909438],"category_scores_gemma":[0.004651201,0.0001052002,0.0001634747,0.001998019,0.0005638236,0.001003678,0.001298496,0.0002795583,0.000549908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001560376,"about_ca_system_score_gemma":0.0006767146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005903209,"about_ca_topic_score_gemma":0.009283275,"domain_scores_codex":[0.9992431,0.0001496995,0.00004588701,0.0001252069,0.0002426046,0.0001934305],"domain_scores_gemma":[0.9944015,0.001503941,0.002448344,0.0001699843,0.0009022459,0.0005740135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007434459,0.00007259483,0.9798206,0.00003804395,0.00003421147,0.000434197,0.001033144,0.0009092909,0.000481927,0.0008081685,0.0005854892,0.01570801],"study_design_scores_gemma":[0.00000257949,0.00007242562,0.9942423,0.00002423926,0.00001079714,0.0001237239,0.00246084,0.0009212374,0.0002716527,0.0003203917,0.001540409,0.000009337123],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964889,0.0001797579,0.0001036649,0.0001926289,0.000002479169,0.000006589105,0.0002095748,0.000006522856,0.002809835],"genre_scores_gemma":[0.9994699,0.00005089276,0.0000422868,0.000009215623,0.000004448805,0.000002794405,0.0001553434,9.612255e-7,0.0002641673],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005903209,"threshold_uncertainty_score":0.0117377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003664612476098094,"score_gpt":0.210604478376872,"score_spread":0.2069398659007739,"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."}}