{"id":"W4230829067","doi":"10.1155/2008/847375","title":"An appreciation","year":2008,"lang":"en","type":"article","venue":"Canadian Journal of Infectious Diseases and Medical Microbiology","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Psychology; 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":[],"consensus_categories":[],"category_scores_codex":[0.002880552,0.001298608,0.0009795551,0.001187429,0.003340328,0.006002645,0.001479415,0.00306932,0.08617126],"category_scores_gemma":[0.03109018,0.0003134335,0.0006653789,0.0007204201,0.002075834,0.003643355,0.004731539,0.01064457,0.05538734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003015177,"about_ca_system_score_gemma":0.004979738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0104631,"about_ca_topic_score_gemma":0.01995465,"domain_scores_codex":[0.9955983,0.0009668413,0.0002032516,0.0004770906,0.002379116,0.000375339],"domain_scores_gemma":[0.97838,0.002189672,0.0008069175,0.0006582155,0.01252555,0.005439647],"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":[0.00001487215,0.000005682293,0.0001033254,0.00002451857,0.000003006186,0.0001062004,0.0001640898,0.00002464818,0.0001145973,0.003891087,0.9827608,0.01278702],"study_design_scores_gemma":[0.000005346954,0.000006496829,0.0002057799,0.00005043671,0.000002367609,0.0002425524,0.0004089323,0.00004024806,0.00003871423,0.00138075,0.9976058,0.0000125613],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0008926752,0.01009946,0.001309231,0.4941446,0.4013358,0.00007151178,0.0005226536,0.000429978,0.09119401],"genre_scores_gemma":[0.01186589,0.005556174,0.001454355,0.1928774,0.06439567,0.0001003572,0.0002393773,0.0003670521,0.7231436],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08617126,"threshold_uncertainty_score":0.2882716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01900857260196702,"score_gpt":0.3010310819236278,"score_spread":0.2820225093216607,"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."}}