{"id":"W7092453533","doi":"10.5281/zenodo.17397186","title":"Dataset of Lake Fish Telemetry Publications, 1970-2024","year":2025,"lang":"en","type":"dataset","venue":"Repository of the University of Namur","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Telemetry; Fish <Actinopterygii>; Sound (geography); Forage fish; Hydrology (agriculture)","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":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.001028924,0.001108492,0.00118789,0.01014461,0.0005826945,0.001553851,0.001320378,0.001129936,0.02742464],"category_scores_gemma":[0.00622911,0.0004728479,0.0008637416,0.01590748,0.0002960339,0.0009754624,0.001394904,0.001017018,0.02460353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00141054,"about_ca_system_score_gemma":0.003657046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01881916,"about_ca_topic_score_gemma":0.0308234,"domain_scores_codex":[0.9987189,0.000158322,0.0003467624,0.000315385,0.0003154163,0.0001453263],"domain_scores_gemma":[0.9972452,0.0008525127,0.0005136176,0.0003128777,0.0008633318,0.0002125495],"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":[0.0002689464,0.00008172652,0.00855858,0.006340674,0.0001724402,0.0002477225,0.0001553163,0.0008443568,0.0008519309,0.001290113,0.9696681,0.01152005],"study_design_scores_gemma":[0.0002523202,0.00004178384,0.03689545,0.001035918,0.0001294593,0.000196648,0.0002339936,0.0004817712,0.0006788474,0.0007273793,0.9592828,0.00004361213],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0004571082,0.00009393116,0.00003487432,0.00002403609,0.000007451128,0.00001149377,0.998982,0.00005004524,0.0003390185],"genre_scores_gemma":[0.000530827,0.00006873826,0.000159746,0.0000134369,0.000004027092,0.00006803573,0.9988568,0.00001088297,0.000287492],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.9898554,"threshold_uncertainty_score":0.09174454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006477222601989286,"score_gpt":0.1955306272581593,"score_spread":0.18905340465617,"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."}}