{"id":"W1998396898","doi":"10.1038/485446a","title":"Categorize probiotics to speed research","year":2012,"lang":"en","type":"letter","venue":"Nature","topic":"Probiotics and Fermented Foods","field":"Agricultural and Biological Sciences","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lawson Health Research Institute; Western University","funders":"","keywords":"Categorization; Computational biology; Computer science; Data science; Biology; Artificial intelligence","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":[0.008371071,0.001288322,0.001727665,0.001469992,0.00384674,0.006080884,0.001961467,0.05699306,0.006045275],"category_scores_gemma":[0.04244946,0.0007540819,0.001283836,0.0009017221,0.007402572,0.006796392,0.003162491,0.05109596,0.006477962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004710543,"about_ca_system_score_gemma":0.003537565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002877825,"about_ca_topic_score_gemma":0.006903502,"domain_scores_codex":[0.9950312,0.001495244,0.0007171941,0.0007163595,0.0014213,0.0006186666],"domain_scores_gemma":[0.9742826,0.01437953,0.001160924,0.0009814613,0.00580481,0.003390646],"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":[0.00009028497,0.00003659526,0.0002813947,0.00007702528,0.00001061596,0.0003579217,0.00007732284,0.00003794365,0.0001860083,0.006324982,0.9758896,0.01663031],"study_design_scores_gemma":[0.0002119916,0.0001141094,0.0007234202,0.0004351851,0.0000403566,0.001053795,0.000335279,0.0003746778,0.0003584565,0.03139171,0.9648907,0.0000703578],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001440016,0.003631522,0.0002186188,0.937358,0.05669333,0.00001010202,0.00001752196,0.00002288933,0.00190394],"genre_scores_gemma":[0.002243054,0.00220929,0.0003961469,0.8869752,0.1026618,0.00003830946,0.0000182201,0.00002389448,0.00543412],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05699306,"threshold_uncertainty_score":0.04427099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05893063381355286,"score_gpt":0.3110328211578948,"score_spread":0.2521021873443419,"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."}}