{"id":"W2901592007","doi":"10.1111/csp2.1","title":"A vision for documenting and sharing knowledge in conservation","year":2019,"lang":"en","type":"article","venue":"Conservation Science and Practice","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wildlife Conservation Society Canada; Entrust (Canada); Quest University Canada","funders":"","keywords":"Conservation psychology; Scholarship; Commit; Conservation science; Framing (construction); Public relations; Political science; Sociology; Engineering ethics; Conservation biology; Ecology; Engineering; Computer science; Biodiversity","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":[],"consensus_categories":[],"category_scores_codex":[0.002532852,0.00006091248,0.00006803725,0.00005241475,0.0002038475,0.0002016441,0.00009760616,0.00002915542,0.0007576408],"category_scores_gemma":[0.001278806,0.00005939653,0.00000741801,0.0005331221,0.000219634,0.002246263,0.0001613887,0.00004948868,0.0001058632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001627039,"about_ca_system_score_gemma":0.00002883984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003241388,"about_ca_topic_score_gemma":0.0002884743,"domain_scores_codex":[0.9991505,0.0000271472,0.0001494034,0.0003104602,0.0001967139,0.0001657401],"domain_scores_gemma":[0.9991678,0.0004984718,0.00009668781,0.0001063875,0.0000794755,0.0000512061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001675234,0.0001154404,0.808053,0.00006517841,0.000003125581,0.000001029334,0.002477707,0.000004609967,0.137371,0.03368669,0.004937239,0.01311747],"study_design_scores_gemma":[0.0007514024,0.00007448294,0.7304524,0.00002809015,0.00000729011,0.00001532652,0.0049712,0.01336692,0.0005512265,0.0004846988,0.2491511,0.0001458128],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9535679,0.00005762281,0.000101691,0.007601336,0.00008669394,0.0003147234,0.000002373029,0.00001374778,0.03825394],"genre_scores_gemma":[0.9959177,0.00007177404,0.0005142729,0.002917587,0.000006743758,0.00002386472,0.000006296137,0.000003490803,0.0005382075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2442139,"threshold_uncertainty_score":0.8295635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05590684882274877,"score_gpt":0.3613928689861948,"score_spread":0.305486020163446,"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."}}