{"id":"W2081255932","doi":"10.1890/06-1216.1","title":"INVASION DYNAMICS OF THE VARNISH CLAM (<i>NUTTALLIA OBSCURATA</i>): A MATRIX DEMOGRAPHIC MODELING APPROACH","year":2007,"lang":"en","type":"article","venue":"Ecology","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Population; Vital rates; Ecology; Population growth; Biology; Fecundity; Population model; Demography","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":[0.0005050843,0.0003976871,0.0002811278,0.0005796778,0.0004522063,0.0008194056,0.0007592993,0.0005186924,0.001166429],"category_scores_gemma":[0.001015036,0.0002503922,0.0005237048,0.0003084013,0.0002336403,0.0004005929,0.0004523191,0.0004425497,0.0001039965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001632745,"about_ca_system_score_gemma":0.001358556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1609482,"about_ca_topic_score_gemma":0.1727816,"domain_scores_codex":[0.9999014,0.00003814148,0.000004938532,0.00002332736,0.00001420435,0.00001806705],"domain_scores_gemma":[0.999564,0.0002298776,0.00008862665,0.00001194052,0.00006660754,0.00003891353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005926872,0.00006037525,0.02446805,0.00003874004,0.0000850645,0.0001054825,0.0001892046,0.9631795,0.002318541,0.00412268,0.0002943882,0.005078629],"study_design_scores_gemma":[0.000006143242,0.000020765,0.00208672,0.000003524505,0.0000151114,0.00001481166,0.00004674452,0.9970827,0.00007174035,0.0004166461,0.0002303309,0.000004789657],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9635075,0.0001637152,0.0316923,0.0002983664,0.00001120802,0.0000408077,0.0003050344,0.00005360169,0.003927534],"genre_scores_gemma":[0.9865878,0.0002106473,0.01106531,0.00002691758,0.00000699643,0.00005415611,0.0001233725,0.00001318805,0.001911628],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1609482,"threshold_uncertainty_score":0.3200228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01557094911525237,"score_gpt":0.2446768764376721,"score_spread":0.2291059273224197,"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."}}