{"id":"W2084685940","doi":"10.1111/2041-210x.12007","title":"A comparison of two techniques for the rapid assessment of marine habitat complexity","year":2012,"lang":"en","type":"article","venue":"Methods in Ecology and Evolution","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"National Institute of Mental Health; National Institutes of Health; Bangor University","keywords":"Habitat; Seabed; Abundance (ecology); Range (aeronautics); Structural complexity; Environmental science; Marine habitats; Ecology; Species richness; Fishery; 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":[],"consensus_categories":[],"category_scores_codex":[0.001744212,0.00005372733,0.000210128,0.00002305253,0.00007630996,8.985789e-7,0.00005939598,0.00003415336,0.00008279648],"category_scores_gemma":[0.00008698379,0.00003685636,0.00002732781,0.00007501632,0.0002552719,0.00005395615,0.0002583579,0.00005994552,4.084357e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007352557,"about_ca_system_score_gemma":0.000003546637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003932198,"about_ca_topic_score_gemma":0.002540921,"domain_scores_codex":[0.9992992,0.0002310195,0.0002174262,0.00008065308,0.00004058704,0.0001311288],"domain_scores_gemma":[0.9992543,0.0005264723,0.0001157923,0.00008050539,0.000008903032,0.00001405587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000141313,0.000108136,0.9461832,0.00002279956,0.00000859152,1.098674e-8,0.0001002447,0.000008632946,0.001780965,0.002873679,0.0001629758,0.04873665],"study_design_scores_gemma":[0.0001616071,0.000149255,0.9850186,0.00000328856,0.00001827787,0.000001167385,0.0001197951,0.005083145,0.000967307,0.007698965,0.0007405779,0.00003807933],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7894012,0.0002823964,0.2040181,0.0003171423,0.0003088723,0.0006243234,0.00000446305,0.00001333006,0.005030228],"genre_scores_gemma":[0.737431,0.00001820157,0.2624373,0.000008853829,0.00001316754,0.00006535655,9.76721e-7,0.00000153708,0.00002364815],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05841919,"threshold_uncertainty_score":0.1502959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08335484169342616,"score_gpt":0.4427632195725198,"score_spread":0.3594083778790936,"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."}}