{"id":"W4245251600","doi":"10.1021/cen-09545-peopobits4","title":"James Nichol","year":2017,"lang":"en","type":"article","venue":"C&EN Global Enterprise","topic":"History and advancements in chemistry","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005594857,0.0001722379,0.0001558074,0.00000520401,0.0003702096,0.00009913282,0.000855523,0.0001139887,0.001873661],"category_scores_gemma":[0.0002025475,0.0001767934,0.000102576,0.00001468134,0.0001522708,0.000208958,0.0002520447,0.000158956,0.000259854],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002443446,"about_ca_system_score_gemma":0.00003611472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000184847,"about_ca_topic_score_gemma":0.000003144679,"domain_scores_codex":[0.9990416,0.000005952943,0.0001776459,0.0003199124,0.0001827398,0.0002722029],"domain_scores_gemma":[0.9986142,0.00001546938,0.0001515816,0.001052241,0.00002727422,0.0001392541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006857224,0.001486302,0.2526931,0.001064493,0.0005399347,0.001064247,0.001113856,0.00006334845,0.2171811,0.002520598,0.292401,0.2291862],"study_design_scores_gemma":[0.0008660697,0.00000764381,0.000407257,0.00014501,0.00002805569,0.00002404735,0.0001101068,0.00002948692,0.04280565,0.0007404753,0.9545369,0.0002993127],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.281205,0.0003774783,0.0001450077,0.0001630907,0.0004811768,0.00002929168,0.000117047,0.0001088916,0.717373],"genre_scores_gemma":[0.9700503,0.0000556467,0.0004163539,0.0001820522,0.0003455368,0.00001362177,0.00001800045,0.00001372247,0.02890479],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6888453,"threshold_uncertainty_score":0.9990388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009681950145459643,"score_gpt":0.2916858738273345,"score_spread":0.2820039236818749,"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."}}