{"id":"W6884308820","doi":"10.1016/s1877-7848(23)00029-1","title":"10.1016/s1877-7848(23)00029-1","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Solid-state spectroscopy and crystallography","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Process (computing); Identification (biology); Product (mathematics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0002180204,0.0002008949,0.0002255372,0.0001018416,0.0001584258,0.0001225934,0.0003941456,0.00007682451,0.9986817],"category_scores_gemma":[0.00001718813,0.0001880489,0.00009750836,0.000353638,0.00009649293,0.0001881324,0.00005123216,0.00009542536,0.9947951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003102695,"about_ca_system_score_gemma":0.00003220146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003556012,"about_ca_topic_score_gemma":6.278378e-7,"domain_scores_codex":[0.9985101,0.0000637237,0.0002368731,0.000396018,0.0002720311,0.0005212987],"domain_scores_gemma":[0.9992372,0.00004041097,0.00004075394,0.0004288264,0.00003863993,0.0002141428],"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":[0.0004209517,0.0001728439,5.124756e-7,0.00002131073,0.00002494437,0.00003593153,0.0001171308,0.0002310365,0.2159984,0.0000124339,0.7000126,0.08295192],"study_design_scores_gemma":[0.000222377,0.0002303433,0.00003071117,0.00001378122,0.00001586322,0.00001017858,0.000003025452,0.00002702737,0.01932034,0.0001044542,0.9797916,0.0002303453],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02241057,0.00008535975,0.000005243741,0.0001737517,0.000005731828,0.0002108532,0.0000519835,0.0003184201,0.9767381],"genre_scores_gemma":[0.001834027,9.174819e-7,0.0005402586,0.0001049936,0.0001523991,0.00003193309,0.00001785658,0.00003013597,0.9972875],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2797789,"threshold_uncertainty_score":0.7668412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004171412922876148,"score_gpt":0.1854417274511919,"score_spread":0.1812703145283157,"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."}}