{"id":"W4236115107","doi":"10.1007/s11845-012-0856-z","title":"ITS ASM 2012","year":2012,"lang":"en","type":"article","venue":"Irish Journal of Medical Science (1971 -)","topic":"","field":"","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008706321,0.001121928,0.0005140915,0.001850227,0.001193061,0.004833193,0.0007881949,0.001878595,0.6205121],"category_scores_gemma":[0.002074602,0.0003407635,0.0006845323,0.0009338324,0.0007352105,0.0009737293,0.00189516,0.001759317,0.6264105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001132462,"about_ca_system_score_gemma":0.002139873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004012682,"about_ca_topic_score_gemma":0.006903368,"domain_scores_codex":[0.9994493,0.00005433507,0.00002875231,0.00009683169,0.0002756406,0.00009511106],"domain_scores_gemma":[0.9988678,0.00007600853,0.00004738663,0.0001707682,0.000486292,0.0003518549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008137242,0.0000664281,0.0004543162,0.0001630443,0.00001121779,0.0001290342,0.00003414678,0.0001216952,0.001238552,0.0026872,0.7698576,0.2251553],"study_design_scores_gemma":[0.000006424773,0.00001207265,0.0004473702,0.00005443534,0.000003234722,0.00009684871,0.00002218624,0.0000620115,0.0001758215,0.000281982,0.998835,0.000002603697],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0011835,0.004398754,0.002074971,0.004531973,0.01612085,0.000136655,0.002388607,0.001629581,0.967535],"genre_scores_gemma":[0.002028358,0.001073261,0.0005763429,0.0004234983,0.0006926752,0.00002811061,0.0009334448,0.0001574902,0.9940869],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3794879,"threshold_uncertainty_score":0.5412935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1243109087827568,"score_gpt":0.4151740598454022,"score_spread":0.2908631510626454,"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."}}