{"id":"W2315334232","doi":"10.5740/jaoac.int.smpr2015.014","title":"AOAC SMPR 2015.014","year":2016,"lang":"fr","type":"article","venue":"Journal of AOAC International","topic":"Astronomical Observations and Instrumentation","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"British Columbia Institute of Technology","funders":"","keywords":"Biology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002487935,0.0001407419,0.0001822541,0.0001732073,0.00003248195,0.00006214171,0.0002863769,0.00009591794,0.004246927],"category_scores_gemma":[0.00008157083,0.0001090852,0.0001920265,0.00006925251,0.00006209377,0.001141051,0.00003645909,0.0001923831,0.0003527372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006107326,"about_ca_system_score_gemma":0.0000835653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000223061,"about_ca_topic_score_gemma":0.000005181971,"domain_scores_codex":[0.998636,0.00002943408,0.0007179073,0.00009373042,0.0003329798,0.0001899314],"domain_scores_gemma":[0.9989849,0.0000994087,0.000350471,0.00009317747,0.0003491882,0.0001228643],"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":[0.000192055,0.0003763399,0.04271392,0.00004359187,0.001458848,0.00004765539,0.0003923355,0.009933485,0.0400338,0.07094215,0.2144755,0.6193903],"study_design_scores_gemma":[0.003233689,0.0003772817,0.109566,0.000773968,0.0001206367,0.0002309914,0.0001470498,0.00872509,0.01474585,0.00501948,0.8566754,0.0003846358],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6988147,0.001294079,0.1998797,0.06806723,0.02223692,0.0001011483,0.0001491504,0.00002636692,0.009430677],"genre_scores_gemma":[0.9612728,0.0006084293,0.02492781,0.0001409657,0.003547244,0.00000207108,0.000008034475,0.00003162464,0.009460974],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6421999,"threshold_uncertainty_score":0.9966633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009744291677651177,"score_gpt":0.2430567705220147,"score_spread":0.2333124788443636,"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."}}