{"id":"W2021051896","doi":"10.1007/s10745-007-9159-9","title":"Lagoon Ecology and Social Strategies: Habitat Diversity and Ethnobiology","year":2008,"lang":"en","type":"article","venue":"Human Ecology","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":46,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Seascape; Ecology; Geography; Ethnobiology; Habitat; Resource (disambiguation); Environmental resource management; Biology; Environmental science","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":[0.0008664561,0.0001794369,0.0001479882,0.001540415,0.0008835883,0.001193648,0.0002077771,0.0002172959,0.004423695],"category_scores_gemma":[0.002030887,0.0001155153,0.00009411412,0.001967324,0.001511945,0.0009986436,0.000974826,0.0002004507,0.00006922962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006330883,"about_ca_system_score_gemma":0.0007618316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04129911,"about_ca_topic_score_gemma":0.1813944,"domain_scores_codex":[0.9997119,0.000181444,0.0000104945,0.00002074817,0.00002333333,0.00005197156],"domain_scores_gemma":[0.9989073,0.0005879257,0.0002356054,0.00005502576,0.00005120607,0.0001628819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008687192,0.00006168654,0.9659855,0.00004891297,0.00004630934,0.000115638,0.006388656,0.00009919712,0.0003641435,0.001353259,0.0002242912,0.0252254],"study_design_scores_gemma":[0.000009551512,0.00005875636,0.963808,0.00006244724,0.00002645403,0.0002476469,0.03283854,0.0002473931,0.000101141,0.001189973,0.001398729,0.00001133374],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960764,0.0009354054,0.0001110682,0.0001644379,0.000005050042,0.000002462664,0.00004674561,0.000001004637,0.002657376],"genre_scores_gemma":[0.9990144,0.0006409716,0.00006388466,0.00003530998,0.000004994937,0.000002686645,0.0000182516,6.244967e-7,0.0002189362],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04129911,"threshold_uncertainty_score":0.08211744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03234045059868174,"score_gpt":0.231300341005749,"score_spread":0.1989598904070673,"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."}}