{"id":"W227365369","doi":"10.1023/a:1020372724266","title":"Diatom-based transfer functions for western Quebec lakes (Abitibi and Haute Mauricie): the possible role of epilimnetic CO2 concentration in influencing diatom assemblages","year":2002,"lang":"en","type":"article","venue":"Journal of Paleolimnology","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":36,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Diatom; Alkalinity; Groundwater; Paleolimnology; Sedimentology; Environmental science; Geology; Ecology; Physical geography; Oceanography; Geography; Geochemistry; Chemistry; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003588959,0.0001116675,0.0002660734,0.00009427187,0.00007914842,0.00004213193,0.0003146722,0.0001115598,0.00001300723],"category_scores_gemma":[0.0001216908,0.00008273204,0.00007925178,0.000199375,0.0001274269,0.0002109278,0.00002513758,0.0002001694,0.000001260706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002104507,"about_ca_system_score_gemma":0.00007088629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007857748,"about_ca_topic_score_gemma":0.0009240041,"domain_scores_codex":[0.9988899,0.0001163939,0.0004726405,0.0001556619,0.0001259098,0.0002394798],"domain_scores_gemma":[0.998952,0.0004363985,0.0002085173,0.000178763,0.000173002,0.00005134745],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006124116,0.0003014121,0.8711801,0.0001773984,0.00008926762,0.00004080771,0.005020843,0.03116005,0.07830422,0.003360171,0.0001466755,0.01015779],"study_design_scores_gemma":[0.003315962,0.0007999019,0.8293987,0.0002040004,0.00009023371,0.0002472037,0.0009354,0.1208835,0.03762489,0.00365159,0.002520319,0.0003283014],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.959163,0.001288983,0.03442167,0.004659224,0.0001170908,0.0001362013,0.000002661185,0.00001079493,0.0002003745],"genre_scores_gemma":[0.9991728,0.0000763088,0.0003533366,0.00020337,0.00005007194,0.000006578522,8.085972e-7,0.000002339348,0.0001343933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08972346,"threshold_uncertainty_score":0.3373715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01146649731966751,"score_gpt":0.2134479288009109,"score_spread":0.2019814314812434,"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."}}