{"id":"W3205503724","doi":"10.7717/peerj.12245","title":"Reducing publication delay to improve the efficiency and impact of conservation science","year":2021,"lang":"en","type":"article","venue":"PeerJ","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Environment Research Council","keywords":"Conservation science; Peer review; Psychological intervention; Environmental resource management; Computer science; Medicine; Biodiversity; Environmental science; Ecology; Biology","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.5122065,0.001891969,0.004776725,0.03057477,0.003885056,0.02194878,0.005176961,0.005082793,0.02296504],"category_scores_gemma":[0.7906812,0.002562538,0.006130908,0.03105056,0.003945319,0.02118894,0.008333559,0.006833816,0.007507343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009747935,"about_ca_system_score_gemma":0.03815433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002797357,"about_ca_topic_score_gemma":0.003991222,"domain_scores_codex":[0.4711722,0.2810762,0.155597,0.02252093,0.06332599,0.006307584],"domain_scores_gemma":[0.03958464,0.7200758,0.1076763,0.04617772,0.07980065,0.006684836],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005476496,0.0007796973,0.1474166,0.09726659,0.009834519,0.001308647,0.01484282,0.002980551,0.006142692,0.02457409,0.0875546,0.6018227],"study_design_scores_gemma":[0.003161987,0.003604369,0.2156743,0.07846601,0.01019183,0.003044792,0.008364751,0.006581034,0.01457359,0.08812714,0.5668355,0.001374721],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1479123,0.3169647,0.1551399,0.2158777,0.04714005,0.01401079,0.03646876,0.006048794,0.06043691],"genre_scores_gemma":[0.6166287,0.08101431,0.2004377,0.03262617,0.02017344,0.01985179,0.01430858,0.002391828,0.0125676],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4877935,"threshold_uncertainty_score":0.6015363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02306008487125098,"score_gpt":0.286327520225111,"score_spread":0.26326743535386,"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."}}