{"id":"W4399248547","doi":"10.1002/ece3.11179","title":"Harnessing open science practices to teach ecology and evolutionary biology using interactive tutorials","year":2024,"lang":"en","type":"article","venue":"Ecology and Evolution","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; University of Toronto; University of Northern British Columbia; Université du Québec à Montréal; University of British Columbia, Okanagan Campus; University of Guelph; University of British Columbia; University of Regina; McGill University","funders":"Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada","keywords":"Ecology; Biology; Evolutionary ecology; Ecology and Evolutionary Biology; Data science; Computer science; Host (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":["open_science"],"consensus_categories":[],"category_scores_codex":[0.00273358,0.002276852,0.000724291,0.001841587,0.001533215,0.003623866,0.002370441,0.002186701,0.05460602],"category_scores_gemma":[0.01067066,0.0004765513,0.0009514422,0.0006921851,0.001233574,0.004712126,0.005662541,0.003017057,0.01265612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001442353,"about_ca_system_score_gemma":0.001974326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005214461,"about_ca_topic_score_gemma":0.001453093,"domain_scores_codex":[0.998427,0.0005701202,0.00007927169,0.0002157567,0.0003789216,0.0003288381],"domain_scores_gemma":[0.9921263,0.00332715,0.0005060781,0.0003888007,0.0009446818,0.002707012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003415468,0.005033275,0.003528226,0.002412605,0.00005124499,0.002286925,0.01645797,0.007441086,0.01982394,0.06968105,0.4048336,0.4681087],"study_design_scores_gemma":[0.0001122855,0.0009072628,0.003442215,0.001618589,0.00003603714,0.001849046,0.004172361,0.007463385,0.008310416,0.05802402,0.913942,0.0001225467],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1643101,0.007095458,0.4661006,0.03045526,0.007465161,0.004110441,0.001798759,0.02231203,0.2963522],"genre_scores_gemma":[0.2944392,0.007941458,0.5283729,0.008205567,0.002140826,0.005866081,0.002636405,0.002112544,0.1482851],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9976296,"threshold_uncertainty_score":0.1826754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03592073503357095,"score_gpt":0.3769742769628177,"score_spread":0.3410535419292467,"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."}}