{"id":"W4206888315","doi":"","title":"Searching for predictable assembly processes in freshwater fish communities","year":2018,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fish <Actinopterygii>; Computer science; Freshwater fish; Fishery; 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":[0.001382179,0.0001770726,0.0002337981,0.00116612,0.0006812406,0.001011107,0.0004325663,0.0004017216,0.001333771],"category_scores_gemma":[0.01002873,0.0003164405,0.0003871867,0.0006489785,0.001370425,0.001102391,0.0008530067,0.0004853064,0.0001089635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006424935,"about_ca_system_score_gemma":0.0003445566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002586712,"about_ca_topic_score_gemma":0.004868646,"domain_scores_codex":[0.9992713,0.0002573339,0.00003596079,0.0002960009,0.00006731835,0.00007210698],"domain_scores_gemma":[0.9927151,0.004056353,0.002150617,0.0005340379,0.0002659715,0.0002778782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001403022,0.00006618531,0.8859499,0.0002208665,0.0002704321,0.0003605646,0.002956309,0.03995707,0.009740291,0.02283871,0.0004611383,0.03703817],"study_design_scores_gemma":[0.00003714258,0.0001435501,0.7121165,0.00005139945,0.00007492038,0.0003437652,0.002385475,0.1884531,0.002823961,0.09251773,0.0009987875,0.00005364832],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821638,0.0001097983,0.01686833,0.000117303,0.000001678051,0.000007451778,0.00007287386,0.00004728413,0.000611476],"genre_scores_gemma":[0.9967405,0.00003553953,0.003070028,0.000009385201,0.000002626935,0.000009933729,0.00007075413,0.000006870742,0.00005425839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002586712,"threshold_uncertainty_score":0.007309735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01798256291204384,"score_gpt":0.2350064199878839,"score_spread":0.21702385707584,"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."}}