{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01272648,0.0007408179,0.0008917162,0.002750564,0.01937805,0.0229527,0.003697286,0.005461724,0.01576929],"category_scores_gemma":[0.01883473,0.001018439,0.0008870005,0.002214967,0.06098889,0.02582666,0.03112585,0.005822079,0.001387735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01320401,"about_ca_system_score_gemma":0.01453236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01146608,"about_ca_topic_score_gemma":0.01955934,"domain_scores_codex":[0.9791563,0.01457838,0.000449552,0.001700344,0.001452284,0.00266327],"domain_scores_gemma":[0.9856324,0.008279973,0.001184748,0.001668467,0.0009308602,0.002303591],"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":[0.00005375705,0.00005560329,0.002825549,0.0002505103,0.00003752152,0.001042555,0.1920819,0.001235385,0.0004479237,0.774923,0.005896859,0.02114943],"study_design_scores_gemma":[0.00003200416,0.00007091893,0.001662083,0.0006430843,0.00002253361,0.0004129351,0.2664287,0.001352003,0.0002319765,0.5257558,0.2033357,0.00005222984],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2739733,0.0086306,0.1145851,0.1109658,0.001245803,0.000332207,0.000295317,0.0003964246,0.4895756],"genre_scores_gemma":[0.9762214,0.001252736,0.01120493,0.001746931,0.00009439814,0.0002280383,0.00008299181,0.000133624,0.009035001],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0229527,"threshold_uncertainty_score":0.09580225,"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."}}