{"id":"W6959914457","doi":"10.13140/rg.2.1.1576.7281","title":"Biodiversity in Canadian Lakes and Rivers","year":2014,"lang":"en","type":"other","venue":"","topic":"Genetic diversity and population structure","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006511181,0.0002594455,0.0002135334,0.004665539,0.003615812,0.001685399,0.0007125092,0.0003065904,0.00402006],"category_scores_gemma":[0.001813512,0.0001549203,0.0003256329,0.009325419,0.0009620241,0.0005280255,0.001079888,0.0002794485,0.0002153244],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.029743,"about_ca_system_score_gemma":0.02861411,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9938797,"about_ca_topic_score_gemma":0.9983767,"domain_scores_codex":[0.9994654,0.00003855344,0.00001937929,0.00007371126,0.0002360315,0.0001669214],"domain_scores_gemma":[0.9989222,0.00005688853,0.000127642,0.0000389996,0.0006104792,0.0002437663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002481668,0.00004303762,0.7332239,0.0004676348,0.0002144623,0.0003481387,0.005846896,0.003732707,0.001201175,0.01554916,0.04365898,0.1954657],"study_design_scores_gemma":[0.000004050914,0.000005721072,0.9555332,0.00009413865,0.00002904727,0.00006638292,0.001579616,0.0006703462,0.0001212973,0.0006444296,0.04123106,0.00002071287],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8615881,0.01236265,0.0009262811,0.002449599,0.00005812592,0.00006981205,0.02352815,0.0001402164,0.09887703],"genre_scores_gemma":[0.9628474,0.00480355,0.001554745,0.000192123,0.0000219717,0.00003248015,0.005473264,0.00003148162,0.02504305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.029743,"threshold_uncertainty_score":0.2158016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005417027416221735,"score_gpt":0.1880607699355815,"score_spread":0.1826437425193597,"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."}}