{"id":"W3023819059","doi":"10.1016/b978-1-4832-8304-3.50037-7","title":"PATCH TESTING","year":2013,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut d'Histoire de l'Amérique Française","funders":"","keywords":"Geology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004344402,0.001779928,0.0009395772,0.001758795,0.0006024925,0.002244454,0.001777237,0.001114759,0.3104485],"category_scores_gemma":[0.001950369,0.0007184015,0.0006109227,0.00188094,0.0006240827,0.002846628,0.001744517,0.001479553,0.1901137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005641991,"about_ca_system_score_gemma":0.0006381651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001891025,"about_ca_topic_score_gemma":0.003695289,"domain_scores_codex":[0.9992511,0.00004020939,0.00002430867,0.0001336195,0.0004980279,0.00005268213],"domain_scores_gemma":[0.9991215,0.0002362245,0.00003522672,0.0002907687,0.0002546513,0.0000616275],"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":[0.00002092573,0.00005564979,0.0001872197,0.0001564827,0.000005203696,0.00006312584,0.00008018171,0.0005169549,0.002897882,0.006145527,0.2126821,0.7771887],"study_design_scores_gemma":[0.0000112469,0.00005918477,0.0008555789,0.0003030854,0.00001907303,0.0008130712,0.00009624464,0.002860945,0.003964668,0.01607213,0.9749234,0.00002131127],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002640332,0.005314521,0.06929473,0.0008541901,0.0008847219,0.0001249006,0.0008364739,0.01005621,0.9099939],"genre_scores_gemma":[0.01036649,0.003658205,0.01944773,0.0003444997,0.000199056,0.00005883923,0.001802331,0.002497424,0.9616255],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3104485,"threshold_uncertainty_score":0.9835616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03681807133665261,"score_gpt":0.2450975337009472,"score_spread":0.2082794623642946,"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."}}