{"id":"W4402473032","doi":"10.1055/s-0043-1763997","title":"SYNFORM ISSUE 2024/10","year":2024,"lang":"en","type":"article","venue":"Synthesis","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":[0.0004119895,0.0001098581,0.0002453044,0.0002046226,0.00009407028,0.0001939272,0.0001781503,0.00005140589,0.1926616],"category_scores_gemma":[0.000134396,0.0001148706,0.0001357794,0.0001834502,0.00006855034,0.0002323861,0.00007241708,0.00005891657,0.3543975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007543457,"about_ca_system_score_gemma":0.00001085932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007545685,"about_ca_topic_score_gemma":0.000003835652,"domain_scores_codex":[0.9990553,0.00000282477,0.0002935305,0.0003868918,0.0000206342,0.0002408147],"domain_scores_gemma":[0.9995493,0.0001052735,0.00004665635,0.0002369881,0.000008062129,0.00005374261],"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":[0.000002565998,0.00001262835,0.000221713,0.00004246847,0.0001083617,0.000006818908,0.0003274742,0.000004657968,0.000001984125,0.1180937,0.8732755,0.007902163],"study_design_scores_gemma":[0.00002811374,0.000005694789,0.0001619814,0.00002284001,0.000008621109,0.000001670468,0.0002862537,0.0008311874,0.00009901407,0.005700695,0.9926987,0.0001552824],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001469882,0.004107929,0.00008919316,0.0008420255,0.004947177,0.00006628073,0.0003880694,0.0001037386,0.9879857],"genre_scores_gemma":[0.1451084,0.000297201,0.0001884974,0.00009706201,0.0002443492,0.0000306401,0.000001783277,0.0000167762,0.8540153],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1617358,"threshold_uncertainty_score":0.8080764,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03220675272684263,"score_gpt":0.2067492607273314,"score_spread":0.1745425080004888,"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."}}