{"id":"W2005983199","doi":"10.1051/kmae:2002072","title":"MANAGEMENT STRATEGIES, YIELD AND POPULATION DEVELOPMENT OF THE NOBLE CRAYFISH ASTACUS ASTACUS IN LAKE STEINSFJORDEN","year":2002,"lang":"en","type":"article","venue":"Bulletin Français de la Pêche et de la Pisciculture","topic":"Crustacean biology and ecology","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Nature","keywords":"Crayfish; Astacus; Biology; Population; Animal science; Fishery; Ecology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000740446,0.0001657357,0.0001702917,0.00002860377,0.0001630035,0.00004781441,0.0002502476,0.0003156169,0.004356987],"category_scores_gemma":[0.00005251746,0.0001180249,0.00004021942,0.0001614973,0.0002616319,0.00005393264,0.0002361658,0.0003593455,0.0000731543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009423131,"about_ca_system_score_gemma":0.00001192933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003728411,"about_ca_topic_score_gemma":0.01315443,"domain_scores_codex":[0.998723,0.0002894055,0.0002479151,0.0002790228,0.0001474289,0.0003132739],"domain_scores_gemma":[0.999511,0.0001554776,0.00009012711,0.0001783601,0.00000565875,0.00005937837],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005672001,0.0003835992,0.9122347,0.00008476187,0.0000591576,0.0001110035,0.01588548,0.002971688,0.002045288,0.001614095,0.05784845,0.006705012],"study_design_scores_gemma":[0.0003549275,0.00001752088,0.7271373,0.00002977959,0.00001077266,0.00002346758,0.0008223097,0.00003198133,0.0001485493,0.000250136,0.2710481,0.0001251357],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9230578,0.0001621847,0.00007745661,0.001470875,0.00004513111,0.0002648515,0.000009066757,0.00002455964,0.0748881],"genre_scores_gemma":[0.9936115,0.00008701637,0.002869224,0.0005121898,0.00001588157,0.00003161591,0.000007608531,0.0000110459,0.002853967],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2131997,"threshold_uncertainty_score":0.9965532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005973261712609783,"score_gpt":0.2105645237832348,"score_spread":0.204591262070625,"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."}}