{"id":"W7061341246","doi":"","title":"Quantitative frameworks to improve the analyses of ecological communities in the context of aquatic ecosystem services","year":2019,"lang":"fr","type":"other","venue":"Archipelago (University of Quebec in Montreal)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Distribution (mathematics); Aquatic environment; Relation (database)","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":[0.01757771,0.002769049,0.001854581,0.006296701,0.0009727502,0.005952533,0.003261107,0.002032971,0.004747678],"category_scores_gemma":[0.05456761,0.001412082,0.004262521,0.005427224,0.002940034,0.005217893,0.004852884,0.004140723,0.0009533069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003179234,"about_ca_system_score_gemma":0.00343179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01078531,"about_ca_topic_score_gemma":0.01110317,"domain_scores_codex":[0.9882354,0.006755191,0.0008806394,0.001484622,0.002361205,0.00028308],"domain_scores_gemma":[0.9607806,0.02886269,0.003346247,0.003360238,0.00329457,0.0003557353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007807889,0.0001946185,0.009403744,0.002895589,0.001240108,0.0001995794,0.001852425,0.3644734,0.01112791,0.4184735,0.003621033,0.1864401],"study_design_scores_gemma":[0.00002662528,0.0001179783,0.004498518,0.0004428164,0.0002020298,0.0001898018,0.0007453006,0.6337527,0.002949068,0.3304394,0.02651863,0.0001171506],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.001610412,0.000517708,0.9961181,0.0001704171,0.00003513155,0.00007687703,0.0003773145,0.0003172362,0.0007768442],"genre_scores_gemma":[0.08260301,0.001196462,0.9124311,0.0002757279,0.0001049102,0.001060685,0.0008427537,0.0003112771,0.001174099],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01757771,"threshold_uncertainty_score":0.09296089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02119800529734016,"score_gpt":0.2654817478370645,"score_spread":0.2442837425397243,"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."}}