{"id":"W4384156093","doi":"10.20944/preprints202307.0845.v1","title":"In situ conservation powered by Public Aquaria","year":2023,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Euros; Work (physics); Scope (computer science); Globe; Institution; Political science; Quarter (Canadian coin); Environmental planning; Business; Environmental protection; Geography; Environmental resource management; Engineering; Biology; Law; Economics; Archaeology","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":[0.003145478,0.0005560814,0.0002734702,0.001453134,0.00211459,0.002769885,0.002099371,0.00138805,0.03557596],"category_scores_gemma":[0.002645727,0.0002630762,0.0006066964,0.001539855,0.001771232,0.004028841,0.00866017,0.001022108,0.003782127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001436783,"about_ca_system_score_gemma":0.002384305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002805843,"about_ca_topic_score_gemma":0.005467781,"domain_scores_codex":[0.9975715,0.0008918389,0.00007317246,0.0003411679,0.0007184946,0.0004038226],"domain_scores_gemma":[0.9972875,0.000497184,0.0005059444,0.0008173066,0.0005031315,0.0003888803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006092396,0.0006788812,0.02633411,0.002774447,0.0001702769,0.001985203,0.006988246,0.004565844,0.02713858,0.09392972,0.1744432,0.6603823],"study_design_scores_gemma":[0.00004739305,0.0003626452,0.01714827,0.000585797,0.00006567742,0.001230236,0.005016902,0.002251289,0.0082451,0.01418706,0.9507968,0.00006281625],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1893978,0.008951042,0.1168601,0.02336946,0.003039537,0.0008254565,0.003314063,0.005092633,0.6491499],"genre_scores_gemma":[0.7813975,0.00564609,0.04898052,0.002345699,0.001009592,0.0006680361,0.003621013,0.0006077487,0.1557239],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03557596,"threshold_uncertainty_score":0.1190134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1093997578903974,"score_gpt":0.3131662593843653,"score_spread":0.2037665014939679,"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."}}