{"id":"W4246341320","doi":"10.1007/978-3-319-10139-2_1","title":"Introduction","year":2014,"lang":"en","type":"book-chapter","venue":"SpringerBriefs in mathematics","topic":"Holomorphic and Operator Theory","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Environmental 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":[],"category_scores_codex":[0.0006325754,0.0009434947,0.000532796,0.001782194,0.001222294,0.003877707,0.00144833,0.001603778,0.4521161],"category_scores_gemma":[0.002196322,0.0002878552,0.0004925386,0.001465866,0.0008221666,0.00371875,0.002364368,0.002039231,0.3496924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001354469,"about_ca_system_score_gemma":0.001723505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001452503,"about_ca_topic_score_gemma":0.002339409,"domain_scores_codex":[0.9993829,0.0000810951,0.00002301311,0.0001364333,0.0003100965,0.00006644784],"domain_scores_gemma":[0.9993962,0.00009499659,0.00002602782,0.00009785362,0.0002767092,0.0001082219],"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":[0.00002028707,0.00003183123,0.0000810145,0.0002138282,0.000002805946,0.00004085138,0.0001611807,0.000182727,0.0003640398,0.1193545,0.702822,0.176725],"study_design_scores_gemma":[0.000001007243,0.000003407975,0.00004256974,0.00005994669,6.947573e-7,0.00002109336,0.00002669661,0.00001990566,0.00005197635,0.008782616,0.9909882,0.000001987998],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003431776,0.004308059,0.005318794,0.00322876,0.006128203,0.00007501008,0.001094674,0.0004637862,0.9790395],"genre_scores_gemma":[0.001686309,0.002638833,0.00148706,0.001235093,0.001383649,0.00005917721,0.0009241661,0.000247214,0.9903385],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4521161,"threshold_uncertainty_score":0.7814898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03086010070243771,"score_gpt":0.2643742127766116,"score_spread":0.2335141120741738,"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."}}