{"id":"W6903944082","doi":"10.13140/rg.2.2.29030.80969","title":"Étude de cas du bassin versant du ruisseau Parent, affluent de la rivière Bulstrode, Québec, Canada (Parent brook case study, Bulstrode river, Quebec, Canada)","year":2020,"lang":"fr","type":"article","venue":"","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Population; Sustainability; Work (physics)","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":[0.0006652105,0.0006754195,0.0005320546,0.001768721,0.00493403,0.002140692,0.001618786,0.001598631,0.003139306],"category_scores_gemma":[0.001937939,0.0005582139,0.0006861946,0.003888052,0.001725886,0.0005883269,0.0009186491,0.001449225,0.0003289604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03173084,"about_ca_system_score_gemma":0.02359494,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9952362,"about_ca_topic_score_gemma":0.9982778,"domain_scores_codex":[0.9992121,0.00007362838,0.00005756786,0.0001650315,0.000204431,0.000287196],"domain_scores_gemma":[0.9983698,0.0001504869,0.0003354188,0.00005472952,0.0006704063,0.0004192731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001697026,0.0001259848,0.9733043,0.00007335493,0.0001111219,0.004508554,0.00795751,0.0002833315,0.001097586,0.0006454616,0.001874665,0.009848528],"study_design_scores_gemma":[0.00001856411,0.00005926828,0.9889374,0.00006233997,0.00005440309,0.001256229,0.006126944,0.00031599,0.0001471554,0.00003549471,0.002961292,0.00002501484],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950996,0.0007224443,0.0001414467,0.0002219284,0.00001651794,0.00004365606,0.001117249,0.00001183326,0.002625316],"genre_scores_gemma":[0.9949653,0.000664565,0.000269877,0.0001330715,0.000009731441,0.00003032458,0.0005274701,0.000007869286,0.003391813],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03173084,"threshold_uncertainty_score":0.2302245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01005404847888891,"score_gpt":0.1955059748213687,"score_spread":0.1854519263424798,"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."}}