{"id":"W2614403782","doi":"10.1016/j.ica.2007.12.010","title":"PROTAGONISTS IN CHEMISTRY","year":2007,"lang":"en","type":"article","venue":"Inorganica Chimica Acta","topic":"Various Chemistry Research Topics","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Chemistry; Astrobiology; Environmental chemistry; Earth science; Geology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003732149,0.00027286,0.0002730325,0.00004126838,0.000086465,0.00007021979,0.0008571284,0.0003605523,0.004237705],"category_scores_gemma":[0.0005181142,0.0002913111,0.00008576934,0.0003301562,0.0001335168,0.00009941719,0.0002991963,0.0009713101,0.00008996648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003798784,"about_ca_system_score_gemma":0.0002222576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002405372,"about_ca_topic_score_gemma":0.00004120886,"domain_scores_codex":[0.9976324,0.000009551007,0.0005010436,0.0005450747,0.0004535157,0.0008583976],"domain_scores_gemma":[0.998543,0.0001120722,0.0001128809,0.0008693323,0.00006938844,0.0002933604],"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":[0.000053681,0.0002003387,0.007028787,0.0001991845,0.00002009371,0.00005096907,0.0001535995,1.357258e-7,0.9913588,0.00001656752,0.0006377843,0.0002801006],"study_design_scores_gemma":[0.0006990443,0.000005844461,0.001109338,0.00005269812,0.000006101471,0.00008953533,0.00008005501,0.00002691549,0.9734105,0.0002221614,0.0239831,0.0003146387],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8154749,0.00002269559,0.000003645052,0.001110696,0.00002862235,0.00009433575,0.00001340647,0.0001718884,0.1830798],"genre_scores_gemma":[0.9939047,0.00002048711,0.0003084726,0.00007872452,0.0003474069,0.00001862244,0.00004365113,0.00005988749,0.005218009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1784298,"threshold_uncertainty_score":0.9999539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01251128515027963,"score_gpt":0.2648420627104568,"score_spread":0.2523307775601772,"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."}}