{"id":"W4378437609","doi":"10.1515/9780773571884-001","title":"Preface","year":2004,"lang":"en","type":"book-chapter","venue":"McGill-Queen's University Press eBooks","topic":"Polar Research and Ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Materials science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0005164254,0.0005888001,0.0004520139,0.00192612,0.002050016,0.003190481,0.001063106,0.0009752106,0.4547411],"category_scores_gemma":[0.003360112,0.0002478609,0.0002655484,0.001616832,0.0006472653,0.002469343,0.001339592,0.002723638,0.2424588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002027358,"about_ca_system_score_gemma":0.001333466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004964996,"about_ca_topic_score_gemma":0.006725661,"domain_scores_codex":[0.9996177,0.00004550018,0.00001989762,0.00006920774,0.0002116814,0.00003601256],"domain_scores_gemma":[0.9984424,0.0002656,0.00006266077,0.0001258255,0.0008658263,0.0002378751],"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":[0.000009961521,0.00001351676,0.00005513894,0.0000648656,6.020522e-7,0.00003679159,0.0001427497,0.0000288277,0.00008815563,0.00770337,0.9610508,0.0308052],"study_design_scores_gemma":[8.337744e-7,0.000003769744,0.000120563,0.0000583297,2.959971e-7,0.00002911568,0.00005297019,0.000007193335,0.00002077906,0.0008332575,0.9988716,0.000001257475],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005871357,0.006624748,0.001419183,0.01003793,0.03382522,0.0001607791,0.00297411,0.0005269434,0.943844],"genre_scores_gemma":[0.002544256,0.002669683,0.0005629535,0.001658522,0.004744013,0.00007065646,0.001663097,0.0002477161,0.9858392],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4547411,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01471228540178363,"score_gpt":0.2042535622035678,"score_spread":0.1895412768017842,"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."}}