{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005375717,0.0001290036,0.0001381562,0.0006595411,0.0004220784,0.00008171676,0.0005065639,0.0001930559,0.00005396641],"category_scores_gemma":[0.0001402967,0.0001467158,0.00003149827,0.001127653,0.00101226,0.00007305454,0.0005130302,0.0002431466,0.00003818455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001172701,"about_ca_system_score_gemma":0.0004120065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001040593,"about_ca_topic_score_gemma":0.001858381,"domain_scores_codex":[0.9984485,0.0001594219,0.0001001571,0.0004083108,0.0003773042,0.0005063022],"domain_scores_gemma":[0.9991093,0.00005159706,0.00004527154,0.0002484289,0.0002831025,0.0002622665],"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":[0.002623745,0.002097077,0.2903326,0.001020807,0.0006981918,0.001270861,0.0288273,0.0009413326,0.2254705,0.05177328,0.331678,0.0632663],"study_design_scores_gemma":[0.00312275,0.001688907,0.01393473,0.00008309625,0.00002065627,0.00001114308,0.11942,0.001545497,0.004842334,0.0003784921,0.8542907,0.0006617091],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9832626,0.00007487658,0.0002715864,0.002469573,0.00005501595,0.000352488,0.00003921965,0.00001599304,0.01345865],"genre_scores_gemma":[0.9834161,0.00103004,0.00220846,0.00005846301,0.00005606039,1.200033e-7,0.00009578689,0.000009034402,0.01312591],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5226127,"threshold_uncertainty_score":0.5982897,"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."}}