{"id":"W1965466322","doi":"10.1111/j.1600-0463.2005.apm_217.x","title":"Phene Plate (PhP) biochemical fingerprinting","year":2005,"lang":"en","type":"article","venue":"Apmis","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Engineering Link (Canada)","funders":"","keywords":"Chemistry","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":[0.001221375,0.001069514,0.0006621851,0.002138382,0.0003057002,0.0009896395,0.0008377914,0.0008429037,0.005325548],"category_scores_gemma":[0.003173167,0.0003652592,0.0004050431,0.001707975,0.0004754299,0.0005587144,0.001241053,0.0007192762,0.005800522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001956482,"about_ca_system_score_gemma":0.0004178054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008534059,"about_ca_topic_score_gemma":0.000777666,"domain_scores_codex":[0.9964044,0.0008909323,0.000193156,0.0007936716,0.001555057,0.0001628135],"domain_scores_gemma":[0.9981354,0.0006820551,0.0003123652,0.0002174683,0.0005526415,0.00009998577],"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":[0.0008872572,0.0002757206,0.0361067,0.00179589,0.00014079,0.0007276704,0.0003077763,0.0009634287,0.6836335,0.001771724,0.006876978,0.2665127],"study_design_scores_gemma":[0.00007731404,0.001837164,0.1238983,0.0002855726,0.0001904427,0.009519127,0.0003746546,0.01176415,0.759162,0.001582397,0.09118789,0.0001210553],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4299865,0.01301607,0.4436146,0.002474475,0.001145826,0.002799207,0.02213505,0.007480403,0.07734779],"genre_scores_gemma":[0.5092496,0.01003183,0.4007972,0.001190769,0.0001667327,0.001765014,0.01826254,0.00043328,0.05810308],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005325548,"threshold_uncertainty_score":0.01781577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0124367948070693,"score_gpt":0.251716304309145,"score_spread":0.2392795095020757,"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."}}