{"id":"W4249840056","doi":"10.1002/9780470514344.ch1","title":"Introduction","year":2007,"lang":"en","type":"other","venue":"Novartis Foundation symposium","topic":"Microbial Community Ecology and Physiology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Boulevard; Library science; Foundation (evidence); Citation; History; Archaeology; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000222801,0.0001568604,0.000162489,0.0001299544,0.0001077301,0.00001564573,0.0002023615,0.0003304775,0.4682875],"category_scores_gemma":[0.00001331922,0.0001663805,0.00004130998,0.00023144,0.0002128197,0.00006473732,0.0001383495,0.0002579769,0.04738296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001194381,"about_ca_system_score_gemma":0.00000960516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004737363,"about_ca_topic_score_gemma":0.002223756,"domain_scores_codex":[0.9991351,0.0000982883,0.0001729045,0.0002827347,0.0001031467,0.000207797],"domain_scores_gemma":[0.9993601,0.00002168993,0.0001641764,0.0004058745,0.000006033712,0.00004209899],"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":[0.00001088939,0.00004353137,0.000183924,0.000005892319,0.00001429253,9.09899e-7,0.00005297005,0.00001158733,0.01348503,0.0005120682,0.9836882,0.001990743],"study_design_scores_gemma":[0.0001128645,0.00004109181,0.0003972417,0.000004471712,0.00001397714,0.000008576346,0.000003765603,0.000006892206,0.0003465394,0.0001976949,0.9987028,0.0001641248],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003574725,0.000009575537,0.001135578,0.001216024,0.001647577,0.0002010789,0.000004941074,0.0001717805,0.9952559],"genre_scores_gemma":[0.001968088,0.00004973729,0.0006954449,0.0006313007,0.001411133,0.000009899817,0.0006089447,0.0001459757,0.9944795],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4209045,"threshold_uncertainty_score":0.9533588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00958344630204522,"score_gpt":0.2469784666554315,"score_spread":0.2373950203533863,"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."}}