{"id":"W4399647483","doi":"10.1007/978-981-97-3072-8_1","title":"Introduction","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Maritime Navigation and Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Philosophy","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":["insufficient_payload"],"category_scores_codex":[0.00002347122,0.00009677752,0.00007972767,0.0000520387,0.000007016956,0.00001705841,0.00002863134,0.0001314117,0.0269239],"category_scores_gemma":[7.828181e-7,0.00009341752,0.00004659651,0.000008311934,0.000007305631,0.00001859269,0.000008893398,0.0002079846,0.008000974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000377225,"about_ca_system_score_gemma":0.000003163141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.510288e-7,"about_ca_topic_score_gemma":0.000002010696,"domain_scores_codex":[0.9996944,3.37877e-7,0.00009820458,0.0000945959,0.0000650219,0.00004743424],"domain_scores_gemma":[0.9998496,0.000003707498,0.000004170271,0.0001079648,0.00001175543,0.000022872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[2.224673e-7,1.863317e-7,1.238335e-8,0.00005402694,0.00002039563,0.000001978521,0.00000375004,0.0001202306,0.00001014569,0.6838456,0.3075788,0.008364683],"study_design_scores_gemma":[0.00001380017,0.000002162439,2.736021e-7,0.0000163383,0.0000127983,0.000004986644,5.117636e-7,0.001925727,0.00004124868,0.02891753,0.9689637,0.0001009399],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[1.694339e-7,0.0003914971,0.0003914867,0.0004891634,0.001338625,0.00004354677,0.000007933678,0.0007420591,0.9965955],"genre_scores_gemma":[0.0001000066,0.0001671073,0.0001142426,0.00002606709,0.001620679,0.000001466861,0.0000736215,0.00004252248,0.9978543],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6613849,"threshold_uncertainty_score":0.9927714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005831579252065888,"score_gpt":0.1831849598646147,"score_spread":0.1773533806125488,"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."}}