{"id":"W4390015342","doi":"10.21468/scipost.report.7694","title":"Report on scipost_202305_00048v1","year":2023,"lang":"en","type":"peer-review","venue":"","topic":"Advanced Physical and Chemical Molecular Interactions","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut quantique; Université de Sherbrooke","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"category_scores_codex":[0.00002889946,0.0003743477,0.0005353166,0.00003743973,0.00006554162,0.0000225137,0.0003456551,0.0002663413,0.01606205],"category_scores_gemma":[0.0005290647,0.0003079675,0.0005001545,0.0002180081,0.00004942556,0.00002614475,0.0001782461,0.001039632,0.006101323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001062589,"about_ca_system_score_gemma":0.00007145391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003857719,"about_ca_topic_score_gemma":0.000009407996,"domain_scores_codex":[0.9979287,0.000006557576,0.0004613781,0.0007178909,0.0005649786,0.0003205225],"domain_scores_gemma":[0.9983215,0.0001975651,0.0002055553,0.000963651,0.0001528265,0.0001589177],"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":[0.000004218469,0.00007557328,1.920885e-7,0.001684091,0.00008614884,0.0004925149,7.064625e-7,0.000002445252,0.001502337,0.0002133228,0.9931599,0.002778521],"study_design_scores_gemma":[0.00005573296,0.000008810941,2.473168e-7,0.004356025,0.0001048377,0.00005653164,0.000001997614,0.000004567205,0.0178065,0.001713631,0.9755372,0.0003539411],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002204792,0.001478421,0.00002380321,0.04262125,0.001978835,0.0001118237,0.0005211594,0.0008014855,0.9524412],"genre_scores_gemma":[0.00004612513,0.0008830847,0.00007798515,0.003669981,0.001050863,0.0001393008,0.005485687,0.0001114154,0.9885356],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03895127,"threshold_uncertainty_score":0.9999372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03102159412562124,"score_gpt":0.3523838061514137,"score_spread":0.3213622120257925,"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."}}