{"id":"W3118292276","doi":"10.1016/j.ecolmodel.2020.109389","title":"Modeling structural mechanics of oyster reef self-organization including environmental constraints and community interactions","year":2021,"lang":"en","type":"article","venue":"Ecological Modelling","topic":"Marine Bivalve and Aquaculture Studies","field":"Environmental Science","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Rimouski","funders":"U.S. Fish and Wildlife Service","keywords":"Reef; Population; Ecology; Environmental science; Substrate (aquarium); Occupancy; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001708083,0.0001082662,0.0001597104,0.00001173758,0.0004432794,0.0000182089,0.00008370964,0.00005839032,0.001018475],"category_scores_gemma":[0.00006966602,0.00009082802,0.00003540128,0.00008566944,0.00007834815,0.0001377489,0.0005952381,0.0002941999,0.000009812134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008116531,"about_ca_system_score_gemma":0.000003888157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002977208,"about_ca_topic_score_gemma":0.00004299248,"domain_scores_codex":[0.9992042,0.0001375471,0.0002205132,0.0001786614,0.000118653,0.0001404352],"domain_scores_gemma":[0.9996995,0.00008920258,0.00005694475,0.00009346245,0.00001499271,0.00004593013],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001505056,0.000450062,0.0544383,0.00004875469,0.0001177319,0.00001378017,0.0086111,0.8700343,0.06338546,0.001090642,0.00003134962,0.001763443],"study_design_scores_gemma":[0.0001985039,0.00004768731,0.005056194,0.0000135425,0.00003572883,0.0000230319,0.002738405,0.9854859,0.001916191,0.004298827,0.00002830868,0.0001576581],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9295171,0.00002081335,0.06930292,0.00007088223,0.00005128334,0.00007370804,0.000005678999,0.00002756993,0.0009300094],"genre_scores_gemma":[0.9898368,0.00007152465,0.009943614,0.00007460105,0.00002069761,0.000002249515,0.00001642998,0.000006627482,0.00002741777],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1154516,"threshold_uncertainty_score":0.9998947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0367988126072984,"score_gpt":0.2507975957181697,"score_spread":0.2139987831108713,"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."}}