{"id":"W4413851991","doi":"10.5111/bunkou.72.1_56","title":"分光便利帳","year":2023,"lang":"en","type":"article","venue":"Journal of the Spectroscopical Society of Japan","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Business","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":[0.0008110445,0.0001378765,0.0003963643,0.0000446456,0.0001352368,0.00002683019,0.0007889575,0.0001001736,0.0001895708],"category_scores_gemma":[0.0001977892,0.00008447332,0.001163593,0.0008490228,0.0003028729,0.0001267248,0.0001804025,0.0006088276,0.0002933731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001952068,"about_ca_system_score_gemma":0.0001359545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001232294,"about_ca_topic_score_gemma":0.000004096787,"domain_scores_codex":[0.9979725,0.00009722079,0.0005977491,0.0001134519,0.0008517628,0.0003673038],"domain_scores_gemma":[0.9985936,0.0001304726,0.0006743304,0.0003204819,0.0001485378,0.000132538],"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":[0.00006777755,0.000169726,0.05527977,0.00005486626,0.000334471,0.000001327968,0.001442284,0.0001641282,0.5622022,0.001176138,0.3788987,0.0002086475],"study_design_scores_gemma":[0.002478666,0.0006977251,0.7783182,0.000329018,0.0002366042,0.0001134243,0.002042398,0.0007968126,0.1743833,0.0151945,0.02510781,0.0003015414],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894718,0.0001124944,0.00005249613,0.008931685,0.0005280378,0.00009621532,0.0000101684,0.0000434697,0.0007536125],"genre_scores_gemma":[0.9954835,0.00008080918,0.002482471,0.0003071594,0.0006195398,8.157426e-7,5.499027e-7,0.00004296242,0.0009821487],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7230384,"threshold_uncertainty_score":0.3770815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01828947918225449,"score_gpt":0.2836733827195395,"score_spread":0.265383903537285,"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."}}