{"id":"W4390770517","doi":"10.3389/fmars.2023.1292584","title":"Evaluating the biocompatibility of ceramic materials for constructing artificial reefs","year":2024,"lang":"en","type":"article","venue":"Frontiers in Marine Science","topic":"Marine Biology and Environmental Chemistry","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Reef; Environmental science; Porosity; Seawater; Intertidal zone; Ecosystem; Threatened species; Biofilm; Ecology; Habitat; Materials science; Geology; Composite material; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006118959,0.0004169575,0.0001762119,0.0008702551,0.0001867769,0.0003358779,0.0002197004,0.0003314047,0.001139189],"category_scores_gemma":[0.001009628,0.0002061857,0.000363074,0.0005936015,0.0002434946,0.0002943854,0.0003105756,0.0003425492,0.0001948583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002834387,"about_ca_system_score_gemma":0.0002200052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009858983,"about_ca_topic_score_gemma":0.002316236,"domain_scores_codex":[0.9995066,0.00005075832,0.00004615194,0.00004963341,0.000285406,0.0000615005],"domain_scores_gemma":[0.9990306,0.0001864435,0.0002724061,0.00005084803,0.000369577,0.00009019989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001942136,0.0001238322,0.005211309,0.0003644033,0.0000321946,0.00008181,0.00007681645,0.001237296,0.9822831,0.00007409768,0.00007289272,0.01024795],"study_design_scores_gemma":[0.0000200649,0.004526483,0.05020014,0.00008764608,0.0001405321,0.0002986523,0.0003090434,0.003709907,0.9370005,0.0000799895,0.003590091,0.0000369516],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949393,0.002002994,0.001422998,0.00002061999,0.00002783342,0.00006304082,0.0001742317,0.00001551521,0.001333416],"genre_scores_gemma":[0.9930049,0.001247646,0.004563261,0.00001866235,0.000007623573,0.00006964063,0.0001768374,0.00001082837,0.0009006853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001139189,"threshold_uncertainty_score":0.003811002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02279675800470729,"score_gpt":0.2863730224543983,"score_spread":0.263576264449691,"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."}}