{"id":"W6936081637","doi":"10.57494/jjvr.71.3_109","title":"Evaluation of the biofilm detection capacity of the Congo Red Agar method for bovine mastitis-causing bacteria","year":2024,"lang":"en","type":"other","venue":"Institutional Repositories DataBase (IRDB)","topic":"","field":"","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biofilm; Bacteria; Congo red; Agar; Isolation (microbiology); Agar plate","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004229936,0.0004894517,0.0007389529,0.009319487,0.0004962554,0.001067742,0.0009631246,0.0004128505,0.006581349],"category_scores_gemma":[0.004303262,0.0001689143,0.0003379896,0.004725058,0.0002011706,0.0007286171,0.0007074127,0.0002935497,0.003410751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005041209,"about_ca_system_score_gemma":0.0007924292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005328411,"about_ca_topic_score_gemma":0.006154928,"domain_scores_codex":[0.9965485,0.0007315974,0.000528408,0.0003505061,0.00166617,0.0001749025],"domain_scores_gemma":[0.997373,0.0008166216,0.0003345514,0.0001992788,0.001205724,0.00007076736],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001270204,0.001019252,0.07996284,0.004014574,0.0002235425,0.0005094482,0.0008294987,0.0006290588,0.6235837,0.002303335,0.0227064,0.2629482],"study_design_scores_gemma":[0.00009221987,0.001105455,0.2685628,0.00078787,0.000596412,0.002106651,0.001208253,0.006161457,0.5588461,0.0008350913,0.1595308,0.0001669582],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6610355,0.03553892,0.05838342,0.0008067776,0.000283048,0.001848317,0.1268098,0.002692188,0.1126021],"genre_scores_gemma":[0.5825388,0.01699837,0.180188,0.0003491245,0.00007675341,0.001962924,0.1903949,0.0006619907,0.02682916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009319487,"threshold_uncertainty_score":0.02237028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05986393007784441,"score_gpt":0.3252244701437748,"score_spread":0.2653605400659304,"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."}}