{"id":"W2358624538","doi":"","title":"Application and Quality Control of Multi Parameter Water Probe Meter in Marine Investigation","year":2008,"lang":"en","type":"article","venue":"Ocean Technology","topic":"Underwater Vehicles and Communication Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Metre; Water quality; Quality (philosophy); Environmental science; Remote sensing; Process (computing); Marine engineering; Engineering; Computer science; Geology","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":[0.0001339728,0.00007204898,0.000166157,0.0001501725,0.00001898245,0.000003123257,0.000112077,0.0001204817,0.000002807058],"category_scores_gemma":[0.000004864425,0.00005874422,0.00001411039,0.0001091722,0.0001112507,0.00004957637,0.00004669138,0.0001048996,0.000004982416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001877462,"about_ca_system_score_gemma":0.000002519116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005617375,"about_ca_topic_score_gemma":0.00002977683,"domain_scores_codex":[0.9994364,0.0000277588,0.000280853,0.0001037037,0.00004385449,0.0001074241],"domain_scores_gemma":[0.9996325,0.00002301043,0.00003483967,0.0002661538,0.00002696821,0.00001651284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001027365,0.00003318602,0.4760838,0.00008834108,0.00002626909,7.1025e-7,0.0006182074,0.0001048722,0.5097246,0.0007160824,0.000005979909,0.0125877],"study_design_scores_gemma":[0.001783133,0.00006607611,0.05167365,0.0000225966,0.00001017216,0.00002791053,0.0001512806,0.0304165,0.9083152,0.005579149,0.001705416,0.0002489481],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9472062,0.0000733425,0.05206909,0.0002423093,0.00000730826,0.0002149576,0.000001565359,0.0001480105,0.00003722652],"genre_scores_gemma":[0.9947026,0.00003063833,0.005162491,0.00002366613,0.000003524883,0.0000339012,0.000008864191,0.00001080894,0.00002350424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4244102,"threshold_uncertainty_score":0.239552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02461395228017203,"score_gpt":0.2265989832845349,"score_spread":0.2019850310043629,"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."}}