{"id":"W4407024217","doi":"10.1016/j.marenvres.2025.106991","title":"Habitat and identification of scyphozoan polyps in Bages-Sigean lagoon (France)","year":2025,"lang":"en","type":"article","venue":"Marine Environmental Research","topic":"Marine Invertebrate Physiology and Ecology","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Fisheries and Oceans Canada","funders":"CHIST-ERA; Natural Sciences and Engineering Research Council of Canada; Harrison McCain Foundation; Campus France; Agence Nationale de la Recherche; Agencia Nacional de Investigación e Innovación","keywords":"Identification (biology); Habitat; Ecology; Geography; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007692329,0.00007423678,0.0001384445,0.0002398066,0.0001110168,0.00001322279,0.0001732093,0.00006867964,0.002383751],"category_scores_gemma":[0.00005826432,0.00006961765,0.00001892492,0.0002423533,0.0004097767,0.0001007531,0.0001449447,0.0002486154,0.0001798498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001209512,"about_ca_system_score_gemma":0.00002190422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001611933,"about_ca_topic_score_gemma":0.004716111,"domain_scores_codex":[0.998877,0.0002017456,0.0002289781,0.0002587629,0.000159657,0.0002737784],"domain_scores_gemma":[0.9995135,0.0002293427,0.00003179355,0.0001740816,0.000004778422,0.00004650901],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004432297,0.00004869837,0.950845,0.00002641646,0.000007173721,0.00000425952,0.00002977591,0.00007173704,0.002668137,0.0001161958,0.000142856,0.04599541],"study_design_scores_gemma":[0.0002725028,0.0000928179,0.9898895,0.000004655276,0.000001971056,0.000001406203,0.0001125859,0.003010408,0.001775004,0.004052528,0.0007335526,0.00005307102],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900296,0.0001803361,0.000004285677,0.0004194408,0.00007543129,0.000175013,0.00001329668,0.00000478602,0.009097802],"genre_scores_gemma":[0.9952688,0.0002655144,0.00002225571,0.00005853962,0.00001245886,0.000004000668,0.0001212975,0.000001865118,0.004245257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04594234,"threshold_uncertainty_score":0.9985282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01231749027608344,"score_gpt":0.2642659052512163,"score_spread":0.2519484149751329,"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."}}