{"id":"W4408331894","doi":"10.1093/fshmag/vuaf002","title":"How small can they go? Microelectronic tags for movement ecology of small aquatic organisms","year":2025,"lang":"en","type":"article","venue":"Fisheries","topic":"Underwater Vehicles and Communication Systems","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; University of Windsor; Ocean Tracking Network; Dalhousie University","funders":"Liber Ero Foundation; Fisheries and Oceans Canada; Canada Foundation for Innovation","keywords":"Ecology; Movement (music); Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008098153,0.0004316069,0.0003318223,0.001148029,0.0002590948,0.001118787,0.0004419047,0.0005562339,0.001487794],"category_scores_gemma":[0.0009733026,0.0001547631,0.0002477603,0.0007118362,0.0006445752,0.002199227,0.000461921,0.0006063008,0.0005367906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004767617,"about_ca_system_score_gemma":0.0003765311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00111601,"about_ca_topic_score_gemma":0.003560808,"domain_scores_codex":[0.9997484,0.00008388358,0.00001951301,0.00003874909,0.00008739223,0.0000220821],"domain_scores_gemma":[0.9994038,0.0002814616,0.0001093719,0.00003230977,0.0001133024,0.00005978199],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002269541,0.00007520141,0.04340003,0.002351055,0.0001196524,0.0004516347,0.001069319,0.002163187,0.1132279,0.02328482,0.01490274,0.7987275],"study_design_scores_gemma":[0.00003886471,0.001283306,0.1759697,0.003829582,0.0004074426,0.004686635,0.00856032,0.01418267,0.07955341,0.0744694,0.6366671,0.0003515679],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2123731,0.4020302,0.2973099,0.02485392,0.002517618,0.0003034357,0.001411264,0.001055214,0.05814539],"genre_scores_gemma":[0.6391218,0.1168893,0.2226167,0.004264901,0.0006835982,0.0002802186,0.0004742127,0.0001202341,0.0155491],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001487794,"threshold_uncertainty_score":0.004977167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01374534678394992,"score_gpt":0.1881649971858519,"score_spread":0.174419650401902,"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."}}