{"id":"W2047082426","doi":"10.3394/0380-1330(2006)32[197:tabuot]2.0.co;2","title":"Toward a “Better Understanding” of the Great Lakes Basin Ecosystem","year":2006,"lang":"en","type":"article","venue":"Journal of Great Lakes Research","topic":"Archaeology and Natural History","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Ecosystem; Structural basin; Environmental science; Oceanography; Geology; Environmental resource management; Ecology; Geomorphology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003678957,0.00009565039,0.0002833054,0.0003245124,0.0008339452,0.00001319049,0.0007115318,0.0001844207,0.0003875758],"category_scores_gemma":[0.0003737822,0.00005894019,0.0002338646,0.0005712283,0.001408427,0.0002314548,0.0001042555,0.0007685072,0.00001507354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006515505,"about_ca_system_score_gemma":0.0004684339,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005922277,"about_ca_topic_score_gemma":0.01232016,"domain_scores_codex":[0.9962814,0.001387659,0.0004074502,0.0001304055,0.001342134,0.0004509157],"domain_scores_gemma":[0.9983032,0.0006894346,0.000243959,0.0001815285,0.0004746843,0.0001072374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001282506,0.0002979907,0.4174172,0.0003013796,0.0003352447,0.0006907411,0.03995454,0.00004821289,0.003031095,0.1117834,0.4161143,0.00874334],"study_design_scores_gemma":[0.001620647,0.0006257949,0.04248752,0.0006057652,0.00008048525,0.0002084131,0.009304469,0.00003610295,0.001921421,0.1316645,0.8111071,0.000337813],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9167271,0.003508665,0.000130462,0.02026267,0.0008853812,0.0002983098,0.00001667611,0.00001453317,0.05815616],"genre_scores_gemma":[0.9914033,0.0002593573,0.0001122111,0.00005896067,0.0006327932,0.000001781057,4.054579e-7,0.000009260387,0.007521918],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3949927,"threshold_uncertainty_score":0.6874937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1039296934319349,"score_gpt":0.3527029491573863,"score_spread":0.2487732557254513,"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."}}