{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008539408,0.0006281668,0.000729299,0.00261849,0.002268188,0.002543203,0.001143136,0.002153122,0.115295],"category_scores_gemma":[0.01878016,0.0007079833,0.0004709411,0.00213856,0.0007427889,0.002435538,0.001816898,0.002670483,0.06067248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002599733,"about_ca_system_score_gemma":0.009109892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006735196,"about_ca_topic_score_gemma":0.00787803,"domain_scores_codex":[0.9955581,0.001320437,0.0006857352,0.0004554088,0.0009836558,0.0009966586],"domain_scores_gemma":[0.9874823,0.002463777,0.0004843577,0.0009677765,0.006901403,0.001700291],"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":[0.0008247722,0.004038417,0.06716233,0.002662377,0.00002703032,0.001181042,0.03234192,0.0005909618,0.003729291,0.008275353,0.6697858,0.2093808],"study_design_scores_gemma":[0.000168797,0.002436715,0.07859539,0.0009517159,0.00001576036,0.000483743,0.04279964,0.0005121928,0.0008850473,0.001514839,0.87156,0.00007620855],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3326879,0.001427022,0.01151309,0.01861721,0.002144953,0.1529709,0.1304107,0.001361724,0.3488666],"genre_scores_gemma":[0.3197275,0.004728497,0.03262557,0.02530481,0.0007197137,0.2392017,0.05983489,0.0003627927,0.3174946],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.115295,"threshold_uncertainty_score":0,"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."}}