{"id":"W4296780456","doi":"10.1093/pnasnexus/pgac196","title":"A forgotten element of the blue economy: marine biomimetics and inspiration from the deep sea","year":2022,"lang":"en","type":"review","venue":"PNAS Nexus","topic":"Marine Biology and Environmental Chemistry","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Svenska Forskningsrådet Formas","keywords":"Biomimetics; Framing (construction); Sustainability; Context (archaeology); Element (criminal law); Environmental ethics; Engineering; Ecology; Political science; Computer science; Civil engineering; Artificial intelligence; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008554779,0.0005888251,0.0006453468,0.001556641,0.0005232206,0.001788327,0.0006269343,0.001626526,0.002026763],"category_scores_gemma":[0.001091178,0.0002328062,0.0003157152,0.001880427,0.001771247,0.003466895,0.001030776,0.002691184,0.0008278239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001027232,"about_ca_system_score_gemma":0.001675296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001145683,"about_ca_topic_score_gemma":0.00272681,"domain_scores_codex":[0.9996997,0.00009380146,0.00002065818,0.00004306388,0.0001086961,0.0000341457],"domain_scores_gemma":[0.9994654,0.0003551375,0.00003844703,0.00002216306,0.00008330497,0.00003559552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005268603,0.00005327923,0.0002275465,0.01289345,0.00006111908,0.0003418398,0.0006369231,0.0009543498,0.002607064,0.1750704,0.0360808,0.7710205],"study_design_scores_gemma":[0.000003626436,0.00004047312,0.0003388282,0.003202534,0.00001906978,0.0003868281,0.0002417845,0.00009955205,0.0004185326,0.01884793,0.9763857,0.00001515941],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002502648,0.9948803,0.0004013747,0.001674189,0.0004243985,0.000001368468,0.000004487602,0.000005256074,0.002358197],"genre_scores_gemma":[0.004162272,0.9924216,0.0004297922,0.001332076,0.0003712976,0.000005733714,0.000009300064,0.000004329194,0.001263721],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002026763,"threshold_uncertainty_score":0.007453084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0173955391751154,"score_gpt":0.2112605891657751,"score_spread":0.1938650499906597,"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."}}