{"id":"W3040650486","doi":"10.14321/aehm.024.01.23","title":"Joe Leach: Reflecting on a mentor","year":2021,"lang":"en","type":"article","venue":"Aquatic Ecosystem Health & Management","topic":"Aquatic Invertebrate Ecology and Behavior","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"","keywords":"Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007044074,0.001176192,0.0009097258,0.001328806,0.006339961,0.008635033,0.00221795,0.003599729,0.09057683],"category_scores_gemma":[0.02970218,0.0006463178,0.001064845,0.0007143602,0.002255126,0.004126374,0.005737815,0.01084063,0.05626123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003447493,"about_ca_system_score_gemma":0.0101164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009863394,"about_ca_topic_score_gemma":0.02571247,"domain_scores_codex":[0.9946423,0.001540319,0.0001819459,0.0006780848,0.002152734,0.0008046338],"domain_scores_gemma":[0.9484871,0.001403587,0.001050395,0.0008193239,0.0141591,0.03408042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002621376,0.0000275942,0.0004130071,0.00003236634,0.000006038194,0.00009891452,0.0002611561,0.00001691613,0.0001399832,0.0002018435,0.9886258,0.0101503],"study_design_scores_gemma":[0.00002057749,0.00007464257,0.001079105,0.0001054756,0.00001077397,0.0004035316,0.003447209,0.0000638207,0.0002481202,0.0005295377,0.9939772,0.00003987563],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00281096,0.006139006,0.00253696,0.7765735,0.180802,0.0002550897,0.0008952467,0.001325803,0.02866135],"genre_scores_gemma":[0.01963191,0.004980443,0.004517479,0.4295391,0.02459155,0.0004653927,0.0006602146,0.001208942,0.5144051],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09057683,"threshold_uncertainty_score":0.3030097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05827784592573329,"score_gpt":0.340344388232665,"score_spread":0.2820665423069317,"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."}}