{"id":"W6893994698","doi":"10.5281/zenodo.7181539","title":"Letter from workshop organizers","year":2022,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Maritime Navigation and Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"German; Context (archaeology); Schedule; Aerospace; Resilience (materials science); Session (web analytics)","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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002713224,0.0001063766,0.00009940522,0.0001170105,0.001633885,0.000281306,0.0006447928,0.0000338869,0.1351219],"category_scores_gemma":[0.00009757509,0.0001310366,0.0000381929,0.0005024471,0.00004361849,0.0001278539,0.0007139321,0.000394245,0.005567235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001946912,"about_ca_system_score_gemma":0.000001307552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008622163,"about_ca_topic_score_gemma":1.359614e-7,"domain_scores_codex":[0.9988598,0.0001677085,0.0001777015,0.0002270754,0.0003195459,0.0002481184],"domain_scores_gemma":[0.9994274,0.00002402185,0.00002689797,0.0003140097,0.00009670742,0.0001109829],"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":[0.00001973717,0.00003708115,0.000003010441,0.00001302002,0.00003910754,0.00001579913,0.0009667692,0.00358365,0.005261996,0.0008039218,0.9415787,0.04767713],"study_design_scores_gemma":[0.000322733,0.00002419023,0.0001729813,0.000004217604,0.000006427447,0.0000222046,0.0002670761,0.003474311,0.0004020213,0.0001298333,0.9950223,0.0001517116],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.108144,0.0004218676,0.02557965,0.00819247,0.001530247,0.001124001,0.001974622,0.0109467,0.8420864],"genre_scores_gemma":[0.990798,0.00003033809,0.0003177905,0.00116105,0.0002704066,8.992e-8,0.003891161,0.001767764,0.001763389],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.882654,"threshold_uncertainty_score":0.9996659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02100033855985456,"score_gpt":0.2093846415518984,"score_spread":0.1883843029920438,"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."}}