{"id":"W6994207086","doi":"","title":"","year":2021,"lang":"en","type":"other","venue":"Directory of Open access Books (OAPEN Foundation)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Marine biology; Climate change; Work (physics); Marine research; Marine conservation; Relevance (law); Marine life; On board","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000606122,0.001028816,0.001245443,0.002001241,0.0005644057,0.003308563,0.0006087959,0.001123376,0.0605052],"category_scores_gemma":[0.001978252,0.0002357304,0.0004248986,0.004911244,0.0006461075,0.002214723,0.001237371,0.001511802,0.05486124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007519926,"about_ca_system_score_gemma":0.0026377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002610934,"about_ca_topic_score_gemma":0.004290414,"domain_scores_codex":[0.9993864,0.00009729072,0.00005512212,0.00008082354,0.0003310243,0.00004922124],"domain_scores_gemma":[0.9988312,0.0003547149,0.0001026165,0.00006631749,0.0004821198,0.0001629714],"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":[0.00003229585,0.00002346608,0.0003864761,0.003174603,0.00002979316,0.00005567602,0.00009511733,0.00008556784,0.0005292176,0.002593322,0.5137988,0.4791957],"study_design_scores_gemma":[0.000001441803,0.00000873669,0.0005710757,0.0007843548,0.000007896999,0.00006566473,0.00003683879,0.00000991031,0.00003146668,0.0004196647,0.9980598,0.00000301821],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.0003151697,0.9315299,0.0003518978,0.005895281,0.01857909,0.00002352259,0.0002974874,0.0001234182,0.04288422],"genre_scores_gemma":[0.002784489,0.8851675,0.0006567446,0.003193842,0.01054262,0.00003506791,0.000765099,0.00008870916,0.09676595],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9394948,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1447037286540566,"score_gpt":0.4539990732821912,"score_spread":0.3092953446281347,"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."}}