{"id":"W4240666318","doi":"10.5111/bunkou.50.101","title":"","year":2001,"lang":"","type":"article","venue":"Journal of the Spectroscopical Society of Japan","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Environmental 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":["metaepi_narrow","metaepi_broad","sts","open_science","research_integrity"],"consensus_categories":["metaepi_narrow","sts","research_integrity"],"category_scores_codex":[0.007279912,0.001841513,0.00508141,0.0002520329,0.001762778,0.0004697444,0.008681159,0.00133657,0.000609953],"category_scores_gemma":[0.001852805,0.001241547,0.01799263,0.0049474,0.006483154,0.002137113,0.001903573,0.008264043,0.00004585213],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004129928,"about_ca_system_score_gemma":0.002479419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002734195,"about_ca_topic_score_gemma":0.00009540355,"domain_scores_codex":[0.976339,0.002334943,0.009127399,0.001050741,0.007634053,0.003513822],"domain_scores_gemma":[0.9732791,0.001239,0.017939,0.002768176,0.002797835,0.00197694],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.003182412,0.004604449,0.4254933,0.0003240618,0.004171591,0.00001265569,0.01013655,0.001371097,0.5363768,0.0005438615,0.01332227,0.0004609252],"study_design_scores_gemma":[0.01728056,0.00853939,0.7465777,0.00388937,0.003962802,0.004244731,0.01408164,0.001694894,0.1836687,0.008828902,0.005912358,0.001318938],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9151886,0.006447754,0.001094734,0.07258306,0.003336575,0.001108079,0.00006223535,0.00003525764,0.0001436977],"genre_scores_gemma":[0.9716378,0.006607,0.01381407,0.002174299,0.004981797,0.000003684694,8.513813e-7,0.0003318923,0.0004485585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3527081,"threshold_uncertainty_score":0.9999599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01564449846605201,"score_gpt":0.2732635616978912,"score_spread":0.2576190632318393,"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."}}