{"id":"W6931448374","doi":"10.5281/zenodo.7101583","title":"D6.1: Tailoring of the controlling and monitoring tools for operations in shallow coastal waters","year":2021,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Social and Behavioral Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nautical Research Society","funders":"Horizon 2020 Framework Programme","keywords":"Argo; Baltic sea; Waves and shallow water; Submarine pipeline; Coastal zone","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":[0.005097513,0.001645339,0.0005200528,0.001731341,0.0005682898,0.001431889,0.001992642,0.001617119,0.02739048],"category_scores_gemma":[0.005260273,0.0004800777,0.0006684981,0.000882899,0.0004785887,0.001040783,0.001742578,0.0008744411,0.02334157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008908772,"about_ca_system_score_gemma":0.002964355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01363954,"about_ca_topic_score_gemma":0.01249809,"domain_scores_codex":[0.998098,0.0004681911,0.00009884952,0.0001912943,0.0008593054,0.0002844222],"domain_scores_gemma":[0.9953061,0.0007769779,0.0003768933,0.001263876,0.001616503,0.0006596478],"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":[0.00325276,0.002337419,0.03849084,0.002140759,0.0001756917,0.0004466368,0.0009203596,0.02888185,0.05466836,0.009612691,0.2974729,0.5615998],"study_design_scores_gemma":[0.0007537941,0.002683615,0.08665781,0.0004242602,0.0001063769,0.0003885613,0.0003705347,0.01950979,0.07845905,0.005537553,0.8049133,0.0001953051],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.09853819,0.001307708,0.2741769,0.001861976,0.001432166,0.01003749,0.2204996,0.03154587,0.3606001],"genre_scores_gemma":[0.171545,0.001062536,0.3826622,0.001098184,0.0003421029,0.005936172,0.2366045,0.006514482,0.1942349],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02739048,"threshold_uncertainty_score":0.09163028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1074731812162927,"score_gpt":0.315640798566577,"score_spread":0.2081676173502843,"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."}}