{"id":"W4310854011","doi":"","title":"Is Potamopyrgus antipodarum reproduction monitoring an useful tool in situ?","year":2008,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Animal Ecology and Behavior Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"GDG Environnement","funders":"","keywords":"Reproduction; In situ; Biology; Zoology; Ecology; Chemistry","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":[0.0003226948,0.0004694611,0.0004469061,0.0005536653,0.0003034704,0.0005406847,0.0006032243,0.001142421,0.002201334],"category_scores_gemma":[0.0005739781,0.0002427072,0.0002604364,0.0005565218,0.0003201209,0.001381509,0.0003719022,0.0004357518,0.0006222082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003014464,"about_ca_system_score_gemma":0.0001709127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002206424,"about_ca_topic_score_gemma":0.003035393,"domain_scores_codex":[0.9998032,0.00004269558,0.00001123454,0.00009592563,0.00002653637,0.00002041111],"domain_scores_gemma":[0.9996455,0.0001038137,0.0001097844,0.00005117925,0.00005857755,0.0000311735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0006886898,0.0001066362,0.06186175,0.0003591986,0.00008335158,0.0005927771,0.0004141105,0.0004281403,0.8304976,0.0004872682,0.001071843,0.1034087],"study_design_scores_gemma":[0.0001141195,0.002620795,0.7129932,0.0002026222,0.0005198196,0.002871052,0.002457161,0.005168702,0.2378702,0.003882733,0.03118703,0.0001125859],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9578802,0.003409509,0.018444,0.001941908,0.0002286487,0.00006998276,0.001576393,0.000552764,0.01589663],"genre_scores_gemma":[0.9852837,0.001293004,0.0101718,0.0005126329,0.00006163208,0.0000391267,0.0004885263,0.0000342922,0.002115242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002206424,"threshold_uncertainty_score":0.007364273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02614347611196199,"score_gpt":0.2540732851484385,"score_spread":0.2279298090364765,"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."}}