{"id":"W1789367805","doi":"","title":"Critical interpretation of laboratory results: preliminary results of an investigation into characteristics of tests used to identify Staphylococcus Aureus in bovine milk samples","year":2009,"lang":"en","type":"article","venue":"Cattle practice","topic":"Milk Quality and Mastitis in Dairy Cows","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Staphylococcus aureus; Bovine milk; Mastitis; Staphylococcus intermedius; Microbiology; Veterinary medicine; Interpretation (philosophy); Staphylococcal infections; Biology; Staphylococcus; Medicine; Food science; Computer science; Bacteria; Genetics","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":[],"consensus_categories":[],"category_scores_codex":[0.01021747,0.001230603,0.001208983,0.002368573,0.001286175,0.001834399,0.001269298,0.001704562,0.001999486],"category_scores_gemma":[0.06302194,0.0004556239,0.0007096386,0.001017214,0.001545603,0.001009145,0.0005905328,0.001934758,0.001358309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001730333,"about_ca_system_score_gemma":0.002016098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002135938,"about_ca_topic_score_gemma":0.003044092,"domain_scores_codex":[0.9877636,0.004187583,0.003339852,0.0007990814,0.003424018,0.0004857599],"domain_scores_gemma":[0.917138,0.03140334,0.006159581,0.004616019,0.03861707,0.002065973],"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":[0.009482049,0.001348759,0.1527166,0.006593982,0.000367908,0.03052813,0.02717018,0.0008924146,0.4745615,0.001496543,0.05555477,0.2392872],"study_design_scores_gemma":[0.0002831951,0.006242699,0.4420392,0.001605842,0.0007437021,0.01901294,0.01881391,0.008657975,0.3350315,0.002893878,0.1641545,0.0005205561],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7926834,0.005141012,0.1408859,0.01945139,0.009242551,0.01334916,0.002010911,0.002977493,0.01425815],"genre_scores_gemma":[0.8284079,0.001917608,0.1455122,0.00841166,0.002711464,0.003161124,0.000778541,0.0008908006,0.008208753],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01021747,"threshold_uncertainty_score":0.05403578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03774777274987629,"score_gpt":0.3372395295616283,"score_spread":0.2994917568117521,"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."}}