{"id":"W2804975672","doi":"10.1002/lob.200110468a","title":"STUDENT REPRESENTATIVE ON THE ASLO BOARD: MY PERSPECTIVE ON THE JOB AND ITS BENEFITS","year":2001,"lang":"en","type":"article","venue":"Limnology and Oceanography Bulletin","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Citation; Library science; Perspective (graphical); Sociology; Computer science; Art; Visual arts","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003324735,0.0001575888,0.0001294056,0.00005408841,0.0005212361,0.00005073124,0.0002830812,0.00008707186,0.005405522],"category_scores_gemma":[0.0001029746,0.00008637163,0.0000492675,0.0002531676,0.0007337487,0.00003038984,0.0003746065,0.0004171733,0.0001682412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002104292,"about_ca_system_score_gemma":0.000002865994,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001449366,"about_ca_topic_score_gemma":0.00005969512,"domain_scores_codex":[0.9986361,0.0002507138,0.0001160759,0.0004181743,0.0002586937,0.0003201934],"domain_scores_gemma":[0.9990662,0.0005300648,0.00004360433,0.000271574,0.00001692134,0.00007165262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004229994,0.000215149,0.8755542,0.000002844553,0.0001295818,0.00004897221,0.004390702,0.00001158059,0.00004328401,0.08345306,0.03202941,0.003698211],"study_design_scores_gemma":[0.000404459,0.0008079457,0.8457469,0.00000785266,0.00001608464,0.00002082371,0.009332505,0.00002207589,0.0001488733,0.00170842,0.1416058,0.0001782349],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7387128,0.0001661341,8.486568e-7,0.04459355,0.00003377801,0.0002757587,0.000003580807,0.00001660998,0.2161969],"genre_scores_gemma":[0.9912932,0.002104155,0.00001041688,0.003585383,0.00004165876,0.00004280221,9.146926e-7,0.000009585113,0.002911918],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2525804,"threshold_uncertainty_score":0.9955037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01741604768079724,"score_gpt":0.2615252632689077,"score_spread":0.2441092155881105,"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."}}