{"id":"W6983343308","doi":"","title":"A Mediterranean 'VIT-Reef' diving protocol for monitoring a Sea under siege","year":2023,"lang":"en","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Canadian Heritage","funders":"","keywords":"Siege; Mediterranean climate; Protocol (science); Mediterranean sea","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":[0.009177069,0.0007075375,0.0005545341,0.002890352,0.001712267,0.001959967,0.001884699,0.003651444,0.04570089],"category_scores_gemma":[0.0131716,0.000370486,0.0008934984,0.001254261,0.001125205,0.0009717682,0.002424258,0.001370844,0.03121906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002480499,"about_ca_system_score_gemma":0.008989416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02266156,"about_ca_topic_score_gemma":0.03447755,"domain_scores_codex":[0.9954494,0.001351685,0.0008737188,0.000469258,0.001240847,0.0006150766],"domain_scores_gemma":[0.9882298,0.001174525,0.001327581,0.002363413,0.005418331,0.001486412],"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":[0.001554297,0.0005483413,0.02221745,0.001297958,0.0001006661,0.0009310115,0.002711236,0.001643226,0.01436098,0.008033095,0.7821518,0.1644499],"study_design_scores_gemma":[0.0002654918,0.000501218,0.07715184,0.000855334,0.00003108326,0.0002401478,0.0008311659,0.0007576672,0.001984182,0.001470816,0.9158378,0.00007316186],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"protocol","genre_scores_codex":[0.07352756,0.001409945,0.07302363,0.01243029,0.005920395,0.09088366,0.1261848,0.00831381,0.6083059],"genre_scores_gemma":[0.133983,0.001834737,0.1825157,0.01478336,0.002167838,0.175783,0.112009,0.002036405,0.3748871],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.04570089,"threshold_uncertainty_score":0.1528847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0736587129098407,"score_gpt":0.2644075723650314,"score_spread":0.1907488594551907,"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."}}