{"id":"W4402468514","doi":"10.1055/s-0043-1763996","title":"SYNFORM ISSUE 2024/10","year":2024,"lang":"en","type":"article","venue":"Synlett","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Resources Canada; Natural Sciences and Engineering Research Council of Canada; Canada First Research Excellence Fund; Genentech; Defense Advanced Research Projects Agency; University of Toronto","keywords":"Chemistry; Earth science; Geology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003419761,0.0001084123,0.0002160582,0.0001795445,0.00008931692,0.0001977191,0.0001709918,0.00005075201,0.1342243],"category_scores_gemma":[0.00003690561,0.0001154406,0.0001124345,0.0001940865,0.00007012434,0.0002466475,0.00008609593,0.00008655433,0.3954828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007225613,"about_ca_system_score_gemma":0.0000113344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000617845,"about_ca_topic_score_gemma":0.000003634753,"domain_scores_codex":[0.9990363,0.000001969887,0.0002994148,0.0003839402,0.00002082972,0.0002575376],"domain_scores_gemma":[0.999631,0.00002903938,0.00004525098,0.0002304655,0.000008714023,0.00005551432],"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":[0.000001516732,0.000007724282,0.00016452,0.00002753174,0.00005510782,0.000008432024,0.0002885843,0.000005334687,0.000001639839,0.1663233,0.8317256,0.001390723],"study_design_scores_gemma":[0.0000707192,0.00001163583,0.000146583,0.00001423955,0.000004282153,0.000002898093,0.0001855127,0.0009083625,0.00001620235,0.007937309,0.990549,0.000153294],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001859163,0.005976194,0.0001390606,0.001249333,0.008608019,0.00008031047,0.000288282,0.0001083769,0.9816912],"genre_scores_gemma":[0.07818146,0.0001883753,0.0001178726,0.0003012536,0.0003524236,0.00001279734,0.000006654939,0.0000149866,0.9208242],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2612585,"threshold_uncertainty_score":0.8665671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02952502580058491,"score_gpt":0.2109191470387461,"score_spread":0.1813941212381612,"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."}}