{"id":"W4254849509","doi":"10.1023/a:1025428323715","title":"Preface","year":2003,"lang":"en","type":"article","venue":"Molecular and Cellular Biochemistry","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Boniface Hospital","funders":"","keywords":"Chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.0001720508,0.0001844528,0.0001247392,0.00002207801,0.00006558497,0.00004257364,0.0001055527,0.0001225449,0.0001432715],"category_scores_gemma":[0.00008273048,0.0001946477,0.00006961932,0.0001418578,0.00009548806,0.00002331108,0.0000374723,0.0001281787,0.0002157618],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000308151,"about_ca_system_score_gemma":0.00004209395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000319289,"about_ca_topic_score_gemma":8.599046e-8,"domain_scores_codex":[0.9989048,0.00005241765,0.0001293963,0.0003728388,0.0001927003,0.0003478157],"domain_scores_gemma":[0.9993095,0.000007263396,0.00004094255,0.0004021136,0.00003397843,0.0002062043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000005025004,0.00004061294,0.0003460221,0.00003589373,0.0000240657,0.00008103448,0.00001118997,0.000002371255,0.997075,0.001902341,0.0004051642,0.00007134517],"study_design_scores_gemma":[0.0003461408,0.00001107588,0.000005180616,0.00001016418,0.0000284393,0.00005136526,0.00006480316,0.000009598783,0.9910097,0.0005547582,0.007667824,0.0002409518],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9398618,0.00352684,0.002115866,0.00003071384,0.00002925401,0.00008046716,0.000009781254,0.00008654314,0.05425869],"genre_scores_gemma":[0.9979002,0.000001800379,0.0007787304,0.000101987,0.000013488,0.000009957498,0.00003087732,0.00005281697,0.00111014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05803836,"threshold_uncertainty_score":0.7937503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003788663738206797,"score_gpt":0.192189552783865,"score_spread":0.1884008890456582,"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."}}