{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00161674,0.0009862108,0.0005205984,0.001598614,0.001241538,0.003971215,0.001782291,0.001632257,0.5690407],"category_scores_gemma":[0.003991873,0.0002275809,0.0007468047,0.00127421,0.0005099455,0.001911039,0.002817071,0.001686782,0.4579594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001243703,"about_ca_system_score_gemma":0.002280991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002600691,"about_ca_topic_score_gemma":0.004566322,"domain_scores_codex":[0.998821,0.0001563418,0.00004371697,0.0002169028,0.0005940095,0.0001680867],"domain_scores_gemma":[0.9981056,0.0001782063,0.00007728967,0.0002200088,0.0008192683,0.0005994558],"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":[0.00003701369,0.00003114643,0.0001694128,0.0001182101,0.00000282468,0.00004527545,0.00004205207,0.00004407507,0.0002140111,0.007546389,0.8682562,0.1234934],"study_design_scores_gemma":[0.0000027745,0.00000713513,0.0001542924,0.00005135692,0.000001311388,0.00004389519,0.0000201426,0.00001124796,0.000060767,0.001062683,0.998582,0.000002382084],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007618024,0.004053191,0.006091168,0.01037835,0.0222901,0.0002491552,0.006341857,0.001877525,0.9479569],"genre_scores_gemma":[0.00225252,0.001965731,0.00204984,0.00373577,0.002415429,0.0001293872,0.003470161,0.0004620001,0.9835191],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4309593,"threshold_uncertainty_score":0.6147111,"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."}}