{"id":"W6969006718","doi":"10.5281/zenodo.7930994","title":"Sternostylus iaspis","year":2023,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Crustacean biology and ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bay; Coral; Ridge; Squat; Fishing; Coral reef; Reef","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":[0.0000689268,0.0004411932,0.0001324377,0.0009636437,0.0006435053,0.0002563252,0.0002364,0.0002929262,0.01306249],"category_scores_gemma":[0.0002346353,0.0001850545,0.0002520449,0.0003415356,0.0003764975,0.0003541018,0.000785636,0.0003137747,0.003782543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003061791,"about_ca_system_score_gemma":0.0002516187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00764153,"about_ca_topic_score_gemma":0.01907502,"domain_scores_codex":[0.9999191,0.00000456874,0.000006514322,0.00003305323,0.00002116456,0.00001554684],"domain_scores_gemma":[0.9998629,0.00001068801,0.00005884794,0.00001666171,0.00002248422,0.00002836713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005920691,0.0001563184,0.4328637,0.000562428,0.00009949755,0.002391916,0.003838889,0.0006728448,0.267833,0.001522188,0.01039328,0.2790737],"study_design_scores_gemma":[0.00001438293,0.0002788405,0.9516587,0.00008524431,0.00004413703,0.004456344,0.001941095,0.0004497793,0.007342488,0.0003536156,0.03335883,0.0000164589],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9264773,0.0005185325,0.001244742,0.0001350106,0.00006032813,0.00006004253,0.00143695,0.000267466,0.06979959],"genre_scores_gemma":[0.9845413,0.0001744754,0.001402865,0.00008747142,0.00001259959,0.00002486448,0.0009340171,0.00002048373,0.01280197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01306249,"threshold_uncertainty_score":0.04369831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03168826497544777,"score_gpt":0.2376748302417551,"score_spread":0.2059865652663074,"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."}}