{"id":"W7104485487","doi":"10.71781/20244","title":"Biogéographie socio-écologique des lacs au Canada","year":2021,"lang":"fr","type":"dissertation","venue":"Papyrus : Institutional Repository (Université de Montréal)","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ile de france; Relations of production; ESPACE","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":[0.0003228351,0.0003618433,0.0003102033,0.003824084,0.001342527,0.001708259,0.0004206869,0.0002191142,0.003589514],"category_scores_gemma":[0.000820247,0.000182069,0.0005303103,0.008409227,0.00065806,0.0003056282,0.0004953319,0.000311855,0.0002867608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02607477,"about_ca_system_score_gemma":0.02725685,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9972323,"about_ca_topic_score_gemma":0.9979258,"domain_scores_codex":[0.9997796,0.00001966292,0.000009795461,0.00004597719,0.00007825372,0.00006668197],"domain_scores_gemma":[0.9991133,0.0001028268,0.0000708632,0.00002484656,0.0006100604,0.00007810542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001361637,0.00004300692,0.8790315,0.0003831024,0.0002137949,0.0002725217,0.004555897,0.01548918,0.003558492,0.004451535,0.006653044,0.08521179],"study_design_scores_gemma":[0.000006616633,0.00001297828,0.9761817,0.00006844872,0.0000459091,0.00004596648,0.00217202,0.006071553,0.0003219196,0.0002322404,0.0148153,0.00002527934],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9469671,0.003198738,0.002840532,0.0006638354,0.00001418376,0.00009598506,0.02434508,0.000250112,0.0216243],"genre_scores_gemma":[0.9819617,0.002060358,0.002939307,0.0000700041,0.000004503112,0.00005187034,0.004310892,0.00003710345,0.008564433],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02607477,"threshold_uncertainty_score":0.1891866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004761986653095537,"score_gpt":0.1476249281473586,"score_spread":0.142862941494263,"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."}}