{"id":"W6950425910","doi":"10.5281/zenodo.7743933","title":"TRANSACT Project - Delivering innovation that matters to you","year":2023,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Safety Systems Engineering in Autonomy","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"IGNIS Innovation (Canada)","funders":"","keywords":"Key (lock); Work (physics); Information system; Government (linguistics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02388803,0.0007315323,0.0007248924,0.001029493,0.004307242,0.02153769,0.001757344,0.01024357,0.06525884],"category_scores_gemma":[0.08002053,0.0003150156,0.0005842374,0.001575662,0.00521846,0.01804345,0.0101161,0.009803742,0.04677406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002840098,"about_ca_system_score_gemma":0.01383495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001386659,"about_ca_topic_score_gemma":0.001578076,"domain_scores_codex":[0.9763347,0.008628954,0.0009421038,0.002135243,0.009154648,0.002804479],"domain_scores_gemma":[0.9058218,0.01089523,0.005194364,0.01420716,0.02863527,0.03524612],"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":[0.0001248652,0.000127557,0.003059252,0.0002272618,0.00004312341,0.0002863084,0.001866293,0.0001596885,0.0009847471,0.1355355,0.771516,0.08606941],"study_design_scores_gemma":[0.00002563505,0.0000807041,0.0008549938,0.0002597953,0.00001537655,0.0004934512,0.002276741,0.0003272786,0.0008680692,0.0328509,0.9619104,0.00003663304],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01045339,0.004981375,0.020885,0.5759442,0.04288206,0.000182234,0.0007268624,0.003955055,0.3399898],"genre_scores_gemma":[0.2364052,0.005191397,0.01544782,0.2107202,0.01197342,0.0004573791,0.001483912,0.006092015,0.5122287],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.06525884,"threshold_uncertainty_score":0.2183126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0454953532890298,"score_gpt":0.2353013395786184,"score_spread":0.1898059862895886,"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."}}