{"id":"W2607898183","doi":"10.31274/itaa_proceedings-180814-1341","title":"Do You See What I See? Using Ethnographic Methods to Inform Functional Design","year":2016,"lang":"en","type":"report","venue":"","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Toronto Metropolitan University","funders":"","keywords":"Clothing; Context (archaeology); Meaning (existential); Psychology; Product (mathematics); Ethnography; Applied psychology; Sociology; Psychotherapist","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":[0.01488075,0.0006226645,0.0002404055,0.003845823,0.00274653,0.00309805,0.0007296508,0.0006710661,0.002679612],"category_scores_gemma":[0.01615747,0.0004827885,0.0002489606,0.001987777,0.004208026,0.00402885,0.004541235,0.001239837,0.0004242526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001751252,"about_ca_system_score_gemma":0.002650014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003456577,"about_ca_topic_score_gemma":0.01042449,"domain_scores_codex":[0.9850357,0.01299863,0.0004960179,0.0003930746,0.0006397967,0.0004368004],"domain_scores_gemma":[0.9821054,0.01428712,0.0008307664,0.001387607,0.000956509,0.0004326215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009249862,0.0002257643,0.02226545,0.0005370775,0.00002299203,0.0008973152,0.8528089,0.0002886711,0.001828217,0.01148078,0.005037883,0.1045144],"study_design_scores_gemma":[0.00005200492,0.0002313893,0.01124886,0.001185721,0.00003286842,0.001148433,0.8774615,0.0007915708,0.001891214,0.01069513,0.09521731,0.00004392739],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7926125,0.003703612,0.1052667,0.004414871,0.0003404075,0.005341327,0.001244012,0.0002095757,0.08686686],"genre_scores_gemma":[0.9138416,0.002783687,0.07066301,0.0009822871,0.00005632946,0.004355388,0.0004090241,0.00007220399,0.006836476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01488075,"threshold_uncertainty_score":0.07869786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2345132521313727,"score_gpt":0.4219983118588667,"score_spread":0.187485059727494,"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."}}