{"id":"W7106574327","doi":"10.5281/zenodo.17686017","title":"A vision for participatory models of animal movement: a case study with Moose","year":2025,"lang":"","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Human Motion and Animation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; McGill University","funders":"","keywords":"Citizen journalism; Participatory action research; Action (physics); Citizen science; Human animal","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009104561,0.0002514675,0.0003028525,0.0004665266,0.001569451,0.0005212773,0.0004624026,0.00008235076,0.002075837],"category_scores_gemma":[0.0001430799,0.0002679644,0.00008009549,0.0007333179,0.0001295626,0.0004749579,0.0004794914,0.0002422881,0.0002450639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002114241,"about_ca_system_score_gemma":0.000009819715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002825275,"about_ca_topic_score_gemma":0.000002910315,"domain_scores_codex":[0.9978285,0.0003034201,0.0005934347,0.0004820048,0.000367711,0.0004248572],"domain_scores_gemma":[0.9983279,0.0000354589,0.0001486585,0.0004951406,0.0008280237,0.0001648077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.007663347,0.0158053,0.00008710628,0.009406491,0.003319742,0.001214719,0.1133918,0.1275794,0.08518867,0.134296,0.1156511,0.3863963],"study_design_scores_gemma":[0.009597914,0.01238916,0.001061424,0.0008019847,0.0005017433,0.000220242,0.02512165,0.8200986,0.002301817,0.001176707,0.1258146,0.0009141741],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8617716,0.0001788337,0.1113414,0.0001839383,0.0001053773,0.002963588,0.0002972417,0.0006667221,0.02249135],"genre_scores_gemma":[0.998033,0.00002872335,0.0003283816,0.00004761943,0.00005025018,4.918517e-7,0.0001564013,0.0009558112,0.0003993119],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6925192,"threshold_uncertainty_score":0.9999772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06075441086512738,"score_gpt":0.2915835527241388,"score_spread":0.2308291418590114,"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."}}