{"id":"W4396719081","doi":"10.5463/thesis.694","title":"Navigating infrastructural mazes","year":2024,"lang":"en","type":"dissertation","venue":"","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athena Sustainable Materials Institute","funders":"","keywords":"Engineering","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":[],"category_scores_codex":[0.0001822,0.0002633906,0.0002260054,0.000120066,0.0001978146,0.0002539449,0.0002656065,0.0004310817,0.0006534776],"category_scores_gemma":[0.00006942193,0.000228116,0.00007798164,0.0006457759,0.00004853762,0.0003069187,0.0001255693,0.0009841839,0.001146536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004641964,"about_ca_system_score_gemma":0.00003177847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001099765,"about_ca_topic_score_gemma":0.0001103041,"domain_scores_codex":[0.9989477,0.000002416779,0.0003010459,0.0003166386,0.0001975336,0.0002346542],"domain_scores_gemma":[0.9995307,0.00001003589,0.000173073,0.0001247044,0.0001588196,0.000002667781],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001376827,0.00001076276,0.0007858112,0.0009664923,0.0001314593,0.00001933534,0.0008258233,5.665149e-7,0.000108585,0.8577546,0.01735967,0.1220232],"study_design_scores_gemma":[0.0003430521,0.000009023029,0.02222055,0.00139858,0.000259273,0.000003615899,0.03079144,0.0006129805,0.002124445,0.7520864,0.1882462,0.001904408],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5488211,0.0001488119,0.00001930733,0.0003891767,0.003610951,0.0002067621,9.918122e-7,0.0006790336,0.4461239],"genre_scores_gemma":[0.9689496,0.00000698355,0.001409983,0.001272091,0.00186809,0.00008776988,0.001817671,0.00008197145,0.02450591],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.421618,"threshold_uncertainty_score":0.9996312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01255928816907338,"score_gpt":0.2704645994243892,"score_spread":0.2579053112553158,"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."}}