{"id":"W4399543186","doi":"10.3389/fevo.2024.1384291","title":"Turning setbacks into stepping-stones for growth in conservation paleobiology","year":2024,"lang":"en","type":"article","venue":"Frontiers in Ecology and Evolution","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Conservation biology; Paleobiology; Environmental resource management; Biodiversity; Conservation; Ecosystem management; Resource (disambiguation); Conservation psychology; Restoration ecology; Ecosystem; Ecology; Environmental planning; Geography; Computer science; Biology; Environmental science","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":[],"consensus_categories":[],"category_scores_codex":[0.1185706,0.001118399,0.0020358,0.005883545,0.006022925,0.02196247,0.004791621,0.0172561,0.01795717],"category_scores_gemma":[0.1182696,0.0007945169,0.001679196,0.005473761,0.04187118,0.07719346,0.01391098,0.0307429,0.003251287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007207683,"about_ca_system_score_gemma":0.01497492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002802659,"about_ca_topic_score_gemma":0.004007295,"domain_scores_codex":[0.9701717,0.017522,0.002405115,0.003066667,0.004749611,0.002084828],"domain_scores_gemma":[0.7205582,0.2214144,0.005021204,0.01721576,0.0238353,0.0119552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002639375,0.0001758875,0.001226303,0.003184355,0.00008443926,0.0003448348,0.0119745,0.00110198,0.0008033626,0.5891429,0.1377774,0.2539201],"study_design_scores_gemma":[0.00004067347,0.00009289709,0.0009882358,0.003339343,0.00002631027,0.0001947568,0.01127717,0.0006289866,0.0003901695,0.530112,0.4528013,0.0001082993],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002542184,0.1141246,0.0107212,0.845969,0.01981321,0.00003492744,0.00009681004,0.0001231148,0.00657502],"genre_scores_gemma":[0.2177755,0.2917949,0.07144988,0.322601,0.08175742,0.0006309022,0.0003989544,0.0007804192,0.0128111],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1185706,"threshold_uncertainty_score":0.6270688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009252494006624925,"score_gpt":0.2310642214618617,"score_spread":0.2218117274552368,"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."}}