{"id":"W2943208382","doi":"10.1016/j.tree.2019.04.006","title":"Better Model Transfers Require Knowledge of Mechanisms","year":2019,"lang":"en","type":"letter","venue":"Trends in Ecology & Evolution","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":36,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Stantec (Canada); University of British Columbia; Memorial University of Newfoundland","funders":"","keywords":"Transferability; Scopus; Ecology; Novelty; Encyclopedia; Computer science; Data science; Library science; Biology; Psychology; MEDLINE; Machine learning","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":[0.008045585,0.0007764599,0.00145826,0.0005758157,0.00251241,0.003823988,0.002485542,0.02006452,0.01760942],"category_scores_gemma":[0.05407189,0.0006175752,0.001091346,0.0004686901,0.003514149,0.01074301,0.002692665,0.02621516,0.01335579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003607366,"about_ca_system_score_gemma":0.001884734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003465906,"about_ca_topic_score_gemma":0.004307988,"domain_scores_codex":[0.9973626,0.001252335,0.0001827137,0.0003214414,0.0006564211,0.000224478],"domain_scores_gemma":[0.967878,0.02294034,0.0008119529,0.004082595,0.003161757,0.001125446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001849387,0.0001133078,0.000794615,0.0001341803,0.00007404362,0.0006210061,0.000233123,0.007572156,0.0004684541,0.1414106,0.808733,0.03966052],"study_design_scores_gemma":[0.0001489442,0.00003877665,0.0003993141,0.0001048859,0.00002496299,0.0003427278,0.0001708301,0.03166335,0.0004207101,0.723837,0.2427598,0.00008871105],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001107149,0.000690306,0.01203152,0.955828,0.02194546,0.00001749976,0.0001477349,0.000273078,0.007959241],"genre_scores_gemma":[0.08229942,0.001730018,0.02274054,0.8022371,0.06203808,0.0003573553,0.0004334933,0.0006010761,0.02756299],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02006452,"threshold_uncertainty_score":0.05890936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02832328459453456,"score_gpt":0.2629745738849827,"score_spread":0.2346512892904481,"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."}}