{"id":"W7099415260","doi":"","title":"A PRELIMINARY SURVEY","year":2008,"lang":"en","type":"article","venue":"","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Survey methodology; Selection (genetic algorithm); Sample (material); Survey data collection; Survey sampling; Task (project management)","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":[],"consensus_categories":[],"category_scores_codex":[0.00007053939,0.0000252188,0.00002334394,0.00001471147,0.0000174852,0.000003440505,0.00002845058,0.0000129725,0.0008160806],"category_scores_gemma":[0.00003485819,0.00002406966,0.000006111756,0.00005963296,0.000004684978,0.00007182339,0.000002195135,0.00003312449,0.0007346822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005472981,"about_ca_system_score_gemma":0.000008625867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003249618,"about_ca_topic_score_gemma":0.000004982321,"domain_scores_codex":[0.9998419,0.00001589567,0.00003641198,0.00002809367,0.00002996231,0.00004779156],"domain_scores_gemma":[0.9998056,0.00009165041,0.000002623049,0.00006462754,0.00001065154,0.00002488088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00001758437,0.0000510646,0.01570312,0.0000112807,0.00001917997,0.00001053327,0.0008515998,0.00146628,0.0004545659,0.0003840709,0.9750136,0.006017104],"study_design_scores_gemma":[0.00007823953,0.00002008243,0.8198852,0.00000106303,0.000001802367,0.00006887837,0.00002985735,0.004920603,0.001003976,0.00001802783,0.1738744,0.00009789602],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3330858,0.0002247421,0.01431735,0.0001563459,0.0006601424,0.0000658175,0.000001747361,0.0005410913,0.650947],"genre_scores_gemma":[0.9909297,0.00004492736,0.0008661078,0.0001099839,0.00002118667,0.000002663195,0.000003600215,0.000005917916,0.008015877],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8041821,"threshold_uncertainty_score":0.9443098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05923527525418514,"score_gpt":0.2632022373356427,"score_spread":0.2039669620814575,"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."}}