{"id":"W4307788276","doi":"10.53014/ayaw2542","title":"Fragmentation in rivers and waterways: Can barriers support fish conservation?","year":2022,"lang":"en","type":"article","venue":"","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fragmentation (computing); Fish <Actinopterygii>; Fishery; Geography; Environmental planning; Environmental science; Environmental resource management; Ecology; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001280605,0.0001269589,0.0002026329,0.0007444623,0.001335094,0.002130579,0.0005960541,0.000601528,0.002295964],"category_scores_gemma":[0.007510535,0.0001303367,0.0001230596,0.0008182247,0.001902559,0.001360071,0.0009210641,0.0005082347,0.00009762553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004228205,"about_ca_system_score_gemma":0.005853042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4579282,"about_ca_topic_score_gemma":0.7528967,"domain_scores_codex":[0.9993246,0.0001782661,0.00002395859,0.00008822716,0.0001298103,0.0002551392],"domain_scores_gemma":[0.9963528,0.0007241914,0.001138612,0.0001454907,0.0006167799,0.001022113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008222487,0.0000523319,0.9538946,0.00006383278,0.0000851956,0.00009984027,0.002333668,0.0006893973,0.0003535542,0.002823133,0.001947074,0.03757523],"study_design_scores_gemma":[0.000007304541,0.00002876649,0.9905385,0.0001050925,0.00003553658,0.00003500847,0.004617448,0.0005199613,0.00006002334,0.00108769,0.002957202,0.00000749026],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9820721,0.001132357,0.0004694412,0.005651851,0.00002542096,0.00001854149,0.000134717,0.00001015366,0.01048547],"genre_scores_gemma":[0.9990024,0.0002874616,0.0001439669,0.0001682536,0.000008395214,0.000004784804,0.00003006777,0.000002261531,0.0003525567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4579282,"threshold_uncertainty_score":0.9105254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006468754476680065,"score_gpt":0.1948515391957315,"score_spread":0.1883827847190514,"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."}}