{"id":"W4394604802","doi":"10.21468/scipost.report.8374","title":"Report on scipost_202312_00042v1","year":2024,"lang":"en","type":"peer-review","venue":"","topic":"Advanced Condensed Matter Physics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Perimeter Institute; Dalhousie University","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008315987,0.0008141513,0.0007736628,0.001267304,0.001975487,0.005988298,0.001683918,0.002925374,0.9478267],"category_scores_gemma":[0.002473301,0.0003807926,0.0007431089,0.001741052,0.0006541681,0.002354462,0.003412669,0.002813774,0.8971224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001373829,"about_ca_system_score_gemma":0.001747631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002323319,"about_ca_topic_score_gemma":0.004697757,"domain_scores_codex":[0.9994892,0.00005358324,0.00001676074,0.00008772541,0.0002208121,0.0001319014],"domain_scores_gemma":[0.9986278,0.0001102018,0.00004987843,0.0003135067,0.000288055,0.0006106031],"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":[0.00006522396,0.00007373306,0.0001001287,0.00007352304,0.000006214239,0.00007642613,0.00001164692,0.0001020807,0.000318906,0.003498667,0.9643368,0.03133656],"study_design_scores_gemma":[0.0000208137,0.00002884756,0.0004232231,0.00004661116,0.000002403185,0.0000219982,0.00002656156,0.0002269314,0.0003446806,0.001550085,0.9973006,0.00000729709],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006071318,0.0001952204,0.0009012921,0.004993761,0.003845907,0.0001659053,0.02689513,0.003530731,0.9588649],"genre_scores_gemma":[0.002145541,0.0001553847,0.0003435892,0.0008845457,0.0004896586,0.0000774818,0.008797617,0.0008260069,0.9862802],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9478267,"threshold_uncertainty_score":0.07441872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02249996335595464,"score_gpt":0.3292256150256733,"score_spread":0.3067256516697187,"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."}}