{"id":"W1815058696","doi":"10.5281/zenodo.10089260","title":"Backscatter measurements by seafloor‐mapping sonars. Guidelines and Recommendations","year":2015,"lang":"en","type":"article","venue":"Figshare","topic":"Underwater Acoustics Research","field":"Earth and Planetary Sciences","cited_by":88,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Community College","funders":"","keywords":"Backscatter (email); Remote sensing; Seafloor spreading; Sonar; Environmental science; Geology; Oceanography; Computer science; Telecommunications","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":[0.02633303,0.004441499,0.002694885,0.008840024,0.0009163146,0.003039606,0.009220846,0.009170515,0.01073495],"category_scores_gemma":[0.03659196,0.002224444,0.002683347,0.004986688,0.002525975,0.004528357,0.002387108,0.007740573,0.02205218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002387097,"about_ca_system_score_gemma":0.009516766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03206619,"about_ca_topic_score_gemma":0.03191445,"domain_scores_codex":[0.985312,0.004573621,0.00318168,0.0008275912,0.005479296,0.0006256468],"domain_scores_gemma":[0.9326113,0.01297264,0.004253682,0.002056282,0.04613673,0.001969364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001884766,0.0004032495,0.003231808,0.008348145,0.0001068946,0.0007792952,0.0007857764,0.002528476,0.007171731,0.00420754,0.6522751,0.3199734],"study_design_scores_gemma":[0.0001261054,0.0002916169,0.01111624,0.02258653,0.0002277309,0.0008450928,0.001864348,0.002000001,0.00369822,0.01271166,0.9443151,0.0002171652],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"methods","genre_scores_codex":[0.005837325,0.3060552,0.2230956,0.2468331,0.06150256,0.0131643,0.03207488,0.006724897,0.1047122],"genre_scores_gemma":[0.02281224,0.2359338,0.479494,0.08279499,0.01129385,0.01650832,0.03495853,0.002100613,0.1141037],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.03206619,"threshold_uncertainty_score":0.139264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3549666237221172,"score_gpt":0.3430697360296894,"score_spread":0.0118968876924278,"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."}}