{"id":"W2740359866","doi":"10.1016/s0967-0653(97)86957-8","title":"10.1016/s0967-0653(97)86957-8","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Normalization (sociology); Geology","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":[0.0001666759,0.0001275377,0.0001275802,0.0000318139,0.0001008786,0.00008417381,0.0008132388,0.00006508156,0.9960263],"category_scores_gemma":[0.00005050813,0.0001213618,0.00005135857,0.0002802974,0.00002516226,0.0001484971,0.00015884,0.0001068641,0.9991702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001481437,"about_ca_system_score_gemma":0.0000255689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008891539,"about_ca_topic_score_gemma":4.813603e-8,"domain_scores_codex":[0.9990084,0.00002993163,0.0001455122,0.000340481,0.0001608675,0.0003147936],"domain_scores_gemma":[0.9991933,0.00004349219,0.00002636279,0.0005440174,0.00005105814,0.0001418276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006892855,0.00003088613,3.269903e-8,0.000004989291,0.000005631127,0.00001283474,0.00003024393,0.0002671017,0.00002121544,0.00001818993,0.07003069,0.9295713],"study_design_scores_gemma":[0.0001094433,0.00005999432,0.000002348976,0.0000106353,0.000002557147,0.00002091817,4.844998e-7,0.002915723,0.0005587326,0.0001946423,0.9959565,0.0001679743],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002023781,0.00002975059,0.0001431294,0.002007818,0.00000213082,0.00008060918,0.000001492147,0.0002350131,0.9974798],"genre_scores_gemma":[0.00009627122,1.02851e-7,0.001477808,0.00008949455,0.00009011695,0.00001169652,0.000003753069,0.000002754222,0.998228],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9294033,"threshold_uncertainty_score":0.4948989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008290193040203862,"score_gpt":0.1684184730593654,"score_spread":0.1601282800191615,"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."}}