{"id":"W2604453012","doi":"10.71781/20308","title":"La réponse du périphyton sur différents substrats au développement résidentiel des bassins versants des lacs des Laurentides","year":2006,"lang":"fr","type":"dissertation","venue":"Open MIND","topic":"Historical and Environmental Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Université de Montréal","keywords":"Geography; Forestry","routes":{"ca_aff":false,"ca_fund":true,"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":[0.0005192695,0.0004943294,0.0004596646,0.002403702,0.002275666,0.002558284,0.0007602086,0.0005549364,0.005421794],"category_scores_gemma":[0.001381657,0.0003409973,0.0005076431,0.002100565,0.001307843,0.0009702261,0.0008541758,0.0007016767,0.0008099415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00743413,"about_ca_system_score_gemma":0.001845798,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6224905,"about_ca_topic_score_gemma":0.7304237,"domain_scores_codex":[0.9995396,0.00004263355,0.00001359095,0.0001953788,0.0001067586,0.0001020805],"domain_scores_gemma":[0.9989067,0.000223588,0.0002076083,0.00004610427,0.0004379935,0.0001779949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001334685,0.0001411313,0.786926,0.0003358785,0.0004636478,0.0007408875,0.01722477,0.001438358,0.06848641,0.002631713,0.002141526,0.118135],"study_design_scores_gemma":[0.000003595151,0.00004097094,0.99572,0.0000179283,0.00002244363,0.00004648916,0.0008837773,0.0001079998,0.000644814,0.0000447622,0.002457549,0.000009625876],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905235,0.001870417,0.0004128889,0.00009451657,0.00002208799,0.000008046398,0.0008348934,0.00002903282,0.006204602],"genre_scores_gemma":[0.9899843,0.0009928285,0.000728565,0.00003033727,0.0000211298,0.00001912382,0.0005332624,0.00002037896,0.007670193],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3775095,"threshold_uncertainty_score":0.7594654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0561813976080667,"score_gpt":0.310407644526506,"score_spread":0.2542262469184393,"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."}}