{"id":"W7139409494","doi":"","title":"Collaboration in ocean sciences, research and training","year":2013,"lang":"en","type":"article","venue":"Qatar University QSpace (Qatar University)","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Training (meteorology); Field (mathematics); Field training; Field research; Government (linguistics)","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":[],"consensus_categories":[],"category_scores_codex":[0.07280256,0.0008136224,0.001197842,0.003444187,0.01078274,0.01237434,0.002352874,0.005549883,0.03983133],"category_scores_gemma":[0.04723646,0.0006246367,0.0007958072,0.004599794,0.005565988,0.00483378,0.03395379,0.007419634,0.009274903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01315001,"about_ca_system_score_gemma":0.2085353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02842477,"about_ca_topic_score_gemma":0.0390601,"domain_scores_codex":[0.9408302,0.02876906,0.002506216,0.003455972,0.009069498,0.01536905],"domain_scores_gemma":[0.7501033,0.02036265,0.006514309,0.01188058,0.03768888,0.1734503],"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":[0.0007579216,0.0005503963,0.01591471,0.001281004,0.0001248887,0.0009110547,0.02455066,0.0009979702,0.005844876,0.1152017,0.5027329,0.3311318],"study_design_scores_gemma":[0.00005526275,0.0001049554,0.005178188,0.0004829252,0.000009806988,0.0001205247,0.005054472,0.0001964839,0.0004421614,0.009554536,0.9787691,0.00003164074],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.02321153,0.01951844,0.02702396,0.7241895,0.02323041,0.00131929,0.001536941,0.0009699669,0.1789999],"genre_scores_gemma":[0.3693742,0.01676791,0.07168837,0.1606489,0.008009591,0.002039882,0.002963827,0.0009924255,0.3675148],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.07280256,"threshold_uncertainty_score":0.3850213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03779997680412721,"score_gpt":0.2800429915099163,"score_spread":0.2422430147057891,"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."}}