{"id":"W2615835596","doi":"","title":"eFiling simplified : regulars","year":2015,"lang":"en","type":"article","venue":"TAXtalk","topic":"Chemistry and Stereochemistry Studies","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"SAIT Polytechnic","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009605473,0.0001716428,0.0001877615,0.00000900944,0.00008085612,0.00003114111,0.0002058973,0.0001108267,0.0004507755],"category_scores_gemma":[0.0002223022,0.0001704002,0.00007744232,0.00007264456,0.00007791839,0.00005456344,0.0001245865,0.0001603162,0.00008620611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006529547,"about_ca_system_score_gemma":0.00004686838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001074057,"about_ca_topic_score_gemma":0.00000162324,"domain_scores_codex":[0.9990298,0.000004196256,0.0001915535,0.0002787118,0.0002205623,0.0002751496],"domain_scores_gemma":[0.9992205,0.00004076915,0.00006977953,0.0004127134,0.00007639146,0.0001798823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00011984,0.0001089658,0.003149198,0.0002944947,0.0001225914,0.0001123172,0.0007700634,0.00004031668,0.9572979,0.0001865499,0.03283472,0.004963012],"study_design_scores_gemma":[0.0006688903,0.000006525256,0.00002988022,0.0000396114,0.00002293495,0.00005420033,0.001255138,0.00007662719,0.8883005,0.0009026292,0.1083647,0.0002783941],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6352209,0.0003339975,0.00001823042,0.000169961,0.00005401396,0.00001493538,0.00001482709,0.0001488785,0.3640242],"genre_scores_gemma":[0.9692013,0.000007589289,0.0002311728,0.00005544248,0.000326923,0.00001175984,0.00004074584,0.00001693934,0.03010818],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3339803,"threshold_uncertainty_score":0.694872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05237297950138464,"score_gpt":0.2551402851798013,"score_spread":0.2027673056784166,"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."}}