{"id":"W2405559886","doi":"","title":"Exploring the Collaborative Information Behaviour of Engineering Students: a Pilot Study Design","year":2011,"lang":"en","type":"article","venue":"","topic":"Hermeneutics and Narrative Identity","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Engineering education; Computer science; Engineering; Engineering management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0151981,0.0008480319,0.001016924,0.001371286,0.003461851,0.002035739,0.001743234,0.00199906,0.004967673],"category_scores_gemma":[0.02096977,0.0009255105,0.0008795685,0.0009671518,0.001988822,0.001666729,0.002674844,0.002142303,0.001396424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001444075,"about_ca_system_score_gemma":0.00438921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003039007,"about_ca_topic_score_gemma":0.005212497,"domain_scores_codex":[0.9893808,0.006832054,0.0006964081,0.000839365,0.001040708,0.001210594],"domain_scores_gemma":[0.9690143,0.01721252,0.001832505,0.002789406,0.006226468,0.002924633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.007442221,0.1336816,0.1682433,0.003141218,0.0002121011,0.004373631,0.4515841,0.002048629,0.04366997,0.00175622,0.002848496,0.1809984],"study_design_scores_gemma":[0.006182848,0.3381805,0.266616,0.0007645469,0.0003452306,0.001279202,0.3217516,0.004130416,0.02528392,0.001953707,0.03306213,0.0004499583],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9888109,0.00003911999,0.00233146,0.0001228065,0.00002633977,0.00716118,0.0001252054,0.00003030761,0.001352692],"genre_scores_gemma":[0.9483986,0.0001823211,0.01806383,0.000339117,0.00005233839,0.02900493,0.00023103,0.0000236917,0.003704148],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.0151981,"threshold_uncertainty_score":0.08037615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2101504863629898,"score_gpt":0.2630246223745486,"score_spread":0.0528741360115588,"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."}}