{"id":"W2225161307","doi":"","title":"Use of Portable Piloting Units by Maritime Pilots","year":2008,"lang":"en","type":"article","venue":"University of New Hampshire Scholars Repository (University of New Hampshire at Manchester)","topic":"Maritime Navigation and Safety","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aeronautics; Computer science; Engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001824771,0.000405108,0.0007905455,0.0002901582,0.0006055253,0.0000257152,0.0007817595,0.0003833579,0.0005131456],"category_scores_gemma":[0.00005600063,0.0006179231,0.0002970847,0.0008224662,0.0004156877,0.001866899,0.0003778045,0.0005092446,0.00004103152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000329622,"about_ca_system_score_gemma":0.0003523553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002961604,"about_ca_topic_score_gemma":0.0003096718,"domain_scores_codex":[0.997748,0.0001276473,0.0004678759,0.0005289166,0.0006519766,0.0004755791],"domain_scores_gemma":[0.9976329,0.0001800767,0.0004921975,0.0007528259,0.0003807383,0.0005613001],"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":[0.00212789,0.0007514788,0.1982849,0.001482698,0.001641159,0.001719572,0.02634537,0.008121396,0.2589515,0.0003944258,0.4907512,0.009428438],"study_design_scores_gemma":[0.01040643,0.0008251402,0.2925984,0.001522652,0.0007118767,0.0006807671,0.008955925,0.006495782,0.02963863,0.00008703191,0.6453411,0.002736276],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9873838,0.000407651,0.002279461,0.0001607693,0.0002169167,0.0003410531,0.0001234152,0.0002860146,0.008800856],"genre_scores_gemma":[0.9361154,0.0004575893,0.006164284,0.00004022789,0.00004736791,4.151969e-8,0.0001671914,0.00005557586,0.05695231],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2293129,"threshold_uncertainty_score":0.9996272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03333965052803613,"score_gpt":0.1768679612760642,"score_spread":0.1435283107480281,"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."}}