{"id":"W2328197962","doi":"10.1007/s11244-006-0045-2","title":"Preface","year":2006,"lang":"en","type":"article","venue":"Topics in Catalysis","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Concordia University; Université Laval; Université du Québec à Montréal; Polytechnique Montréal","funders":"","keywords":"Philosophy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001315556,0.00006541982,0.0001078159,0.0001204959,0.00002083711,0.00001683094,0.0001442833,0.00003960449,0.000156753],"category_scores_gemma":[0.00002682828,0.00006655195,0.00004305146,0.0004780433,0.00002640475,0.00006762268,0.00004168295,0.000073583,0.001984316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001086205,"about_ca_system_score_gemma":0.00001297244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001588038,"about_ca_topic_score_gemma":0.002578553,"domain_scores_codex":[0.9993725,0.00001916451,0.0001483164,0.0001612981,0.0001422503,0.000156413],"domain_scores_gemma":[0.9995767,0.0000161794,0.00003273803,0.0003387333,0.00001858529,0.00001704449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002789282,0.0007459832,0.8797303,0.00005136958,0.000089126,0.0001113598,0.0009829008,0.006726948,0.01609656,0.03549748,0.04221436,0.01772568],"study_design_scores_gemma":[0.001083321,0.00002135446,0.5152423,0.0000203031,0.0001229985,0.000007853957,0.0001062578,0.001740108,0.07196781,0.02062909,0.3884373,0.0006212931],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9237196,0.0001598187,0.00005642815,0.000226468,0.00004545057,0.00006010228,0.0000106913,0.00008098342,0.07564042],"genre_scores_gemma":[0.9880471,0.000001572998,0.0007078522,0.00002084816,0.0001300645,0.00001075289,0.00006742309,0.00001708175,0.01099733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.364488,"threshold_uncertainty_score":0.9987928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01158318443814168,"score_gpt":0.2557740650744071,"score_spread":0.2441908806362654,"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."}}