{"id":"W2007739497","doi":"10.1890/10-0099.1","title":"Model complexity and information in the data: Could it be a house built on sand?","year":2010,"lang":"en","type":"article","venue":"Ecology","topic":"Bayesian Modeling and Causal Inference","field":"Computer Science","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Citation; Library science; Computer science; Information retrieval; Mathematics; World Wide Web","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01288451,0.0009551324,0.003145587,0.002688271,0.001730378,0.008870651,0.002585221,0.005878262,0.007174834],"category_scores_gemma":[0.1381046,0.001497754,0.001579513,0.002478653,0.01438073,0.03079201,0.004239928,0.008083121,0.0008816372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003487535,"about_ca_system_score_gemma":0.002433672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009920014,"about_ca_topic_score_gemma":0.009476528,"domain_scores_codex":[0.9946576,0.003331657,0.0002262635,0.0008602946,0.0006456081,0.0002785444],"domain_scores_gemma":[0.8823463,0.1005953,0.004277524,0.008412591,0.002473495,0.001894822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002224566,0.0000741828,0.007804778,0.000314721,0.0004752181,0.0002820971,0.0008790665,0.03363762,0.000407423,0.9094401,0.00709616,0.03936618],"study_design_scores_gemma":[0.0000103074,0.000008321051,0.0006648238,0.00004502378,0.0000233101,0.00005158021,0.0001116121,0.02016741,0.00008082815,0.9767513,0.002060917,0.00002461037],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1001898,0.00966115,0.6903539,0.1740614,0.001216283,0.0001144348,0.0008337583,0.0004738183,0.02309537],"genre_scores_gemma":[0.8830143,0.004331482,0.09627738,0.008805196,0.00208587,0.0001635754,0.0003694601,0.0002395865,0.004713125],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01288451,"threshold_uncertainty_score":0.06814063,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1322072254633734,"score_gpt":0.3262774785363675,"score_spread":0.1940702530729941,"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."}}