{"id":"W7008055391","doi":"","title":"Assess once, report many! New biodiversity standards and techniques to assess European coastal reef habitats","year":2023,"lang":"en","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Heritage","funders":"","keywords":"Biodiversity; Habitat; Reef; Coral reef; Marine biodiversity; Marine habitats","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":[0.01927985,0.0011788,0.000806041,0.006077908,0.001156827,0.005316286,0.001557471,0.001451257,0.03530509],"category_scores_gemma":[0.02444926,0.0004490194,0.001328601,0.004215836,0.001041934,0.005097061,0.00386564,0.001224906,0.01547127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001641677,"about_ca_system_score_gemma":0.004085287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01939175,"about_ca_topic_score_gemma":0.03676493,"domain_scores_codex":[0.9926583,0.001547465,0.0006628676,0.0005020695,0.004099593,0.0005297164],"domain_scores_gemma":[0.9641123,0.004183539,0.003678044,0.005535874,0.01996535,0.00252493],"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":[0.0002797469,0.0002443785,0.1589203,0.0008467286,0.0002429223,0.0001337653,0.001221664,0.001890478,0.005792029,0.006497132,0.15589,0.6680409],"study_design_scores_gemma":[0.0000683668,0.0006856264,0.3361184,0.0009881224,0.0003743939,0.0004571043,0.005613361,0.003103899,0.01076901,0.01633737,0.6252189,0.0002653913],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.169235,0.007359127,0.2737527,0.01470567,0.003670369,0.004866147,0.07860549,0.01011506,0.4376904],"genre_scores_gemma":[0.3448654,0.006217629,0.3740188,0.00568699,0.000610216,0.004612121,0.04461171,0.003298262,0.2160788],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.03530509,"threshold_uncertainty_score":0.1181073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02222247039288658,"score_gpt":0.2437577775873422,"score_spread":0.2215353071944556,"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."}}