{"id":"W7104547546","doi":"10.1080/14888386.2025.2571206","title":"The vanishing field: why ecologists are spending less time outdoors","year":2025,"lang":"en","type":"article","venue":"Biodiversity","topic":"Geographies of human-animal interactions","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Biodiversity Monitoring Institute; University of Ottawa","funders":"","keywords":"Climate change; Citizen science; Biodiversity; Ecosystem","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0003814187,0.00006956998,0.00008603992,0.0000830916,0.003585543,0.000282072,0.0005353015,0.00008305701,0.0005710933],"category_scores_gemma":[0.0004884058,0.00006125672,0.0001025701,0.0002445828,0.0002835367,0.000239095,0.0002282925,0.0001633879,0.0003751198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001104264,"about_ca_system_score_gemma":0.00002933504,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007344913,"about_ca_topic_score_gemma":0.06136233,"domain_scores_codex":[0.9992154,0.0001179843,0.00008510771,0.0001681736,0.0001624783,0.0002509129],"domain_scores_gemma":[0.9991333,0.0005262055,0.00007721191,0.0001448841,0.00006997987,0.00004845238],"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":[0.00002989589,0.00005159531,0.4457018,0.000005164246,0.00007039756,0.00001387897,0.002482205,0.000003237028,0.00003442402,0.007068764,0.5437115,0.0008271383],"study_design_scores_gemma":[0.0001977294,0.00004455278,0.3465081,0.00003033488,0.00006614411,3.768406e-7,0.08808751,0.00000900482,0.0001686386,0.001767915,0.5629026,0.0002171138],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8288701,0.0001070087,0.00001173132,0.02694959,0.001774815,0.000220977,0.0000250913,0.000176391,0.1418643],"genre_scores_gemma":[0.9940867,0.00006404505,0.00004867421,0.0007707658,0.00005485583,0.000001483401,0.000001961514,0.000001068554,0.004970389],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1652167,"threshold_uncertainty_score":0.9992653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0380523841878771,"score_gpt":0.3070204724038734,"score_spread":0.2689680882159963,"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."}}