{"id":"W4405515151","doi":"10.14321/aehm.027.04.16","title":"Thanks to Bill Taylor: A personal reflection","year":2024,"lang":"en","type":"article","venue":"Aquatic Ecosystem Health & Management","topic":"Conservation, Ecology, Wildlife Education","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reflection (computer programming); Political science; History; Psychology; Computer science","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":[0.01409687,0.00250639,0.001754923,0.001433942,0.01867778,0.02025805,0.004067272,0.01439475,0.01907346],"category_scores_gemma":[0.06811599,0.001220607,0.001577005,0.001153553,0.01230132,0.01979917,0.01095088,0.06150254,0.01590388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009471096,"about_ca_system_score_gemma":0.02114315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009190394,"about_ca_topic_score_gemma":0.01249811,"domain_scores_codex":[0.978743,0.008839814,0.0006036891,0.002166816,0.006543297,0.003103457],"domain_scores_gemma":[0.9613944,0.006950439,0.001914651,0.001848273,0.0146586,0.01323374],"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":[0.000007370846,0.00002740386,0.00007075002,0.00002296317,0.000003754631,0.0001310244,0.002545021,0.00001231613,0.00007066069,0.002384684,0.9918819,0.002842106],"study_design_scores_gemma":[0.000004984704,0.00001537837,0.0001169656,0.0002016278,0.00000358175,0.0002106415,0.009090899,0.00003373873,0.00009157023,0.001626889,0.9885772,0.00002642746],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0007557826,0.005707839,0.0004759167,0.9208012,0.05735035,0.00003895282,0.00006996412,0.0001308088,0.01466911],"genre_scores_gemma":[0.01049936,0.004137029,0.001137892,0.881106,0.0112183,0.0001412164,0.00007073445,0.00049096,0.09119854],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02025805,"threshold_uncertainty_score":0.0745523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02770783133491183,"score_gpt":0.3099438495106727,"score_spread":0.2822360181757608,"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."}}