{"id":"W2735319567","doi":"10.22621/cfn.v131i1.1783","title":"Inexpensive Video Drop-camera for Surveying Sensitive Benthic Habitats: Applications from Glass Sponge (Hexactinellida) Reefs in Howe Sound, British Columbia","year":2017,"lang":"en","type":"article","venue":"The Canadian Field-Naturalist","topic":"Marine Sponges and Natural Products","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fisheries and Oceans Canada","keywords":"Bathymetry; Sound (geography); Reef; Oceanography; Side-scan sonar; Benthic zone; Geology; Fishing; Fishery; Environmental science; Remote sensing; Sonar","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003992398,0.0001712225,0.0002309784,0.00003706,0.001051824,0.0006825118,0.0005952622,0.0003000624,0.0001378969],"category_scores_gemma":[0.001160871,0.0002033805,0.0001095578,0.00007865962,0.0001756507,0.00002230827,0.000149026,0.0004194955,0.00002248719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009739407,"about_ca_system_score_gemma":0.0002116672,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7899531,"about_ca_topic_score_gemma":0.9938658,"domain_scores_codex":[0.9985151,0.0001025194,0.0002286911,0.0005914578,0.0001214664,0.0004407396],"domain_scores_gemma":[0.9982071,0.000164512,0.000181381,0.0009693184,0.0002855555,0.000192145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0009322354,0.0001702966,0.1807437,0.0002492393,0.0009527334,0.0004106126,0.0008810133,0.00005734655,0.04746846,0.0009229007,0.6493483,0.1178632],"study_design_scores_gemma":[0.002198271,0.000190588,0.5100712,0.0001414727,0.000113889,0.0001072263,0.0005702616,0.0003397943,0.008043176,0.003131583,0.4737416,0.001351008],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9787493,0.0007521299,0.0000519514,0.01418959,0.000529687,0.001345716,0.0007990875,0.0000150172,0.003567558],"genre_scores_gemma":[0.9885381,0.0001043578,0.0001438828,0.002733088,0.0006660491,0.0000882739,0.0008774044,0.00003054844,0.006818293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3293274,"threshold_uncertainty_score":0.8293615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01631741904626457,"score_gpt":0.2553957760068643,"score_spread":0.2390783569605997,"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."}}