{"id":"W7162110556","doi":"10.82308/37669","title":"Collaborative information behavior in learning tasks: a study of engineering students","year":2013,"lang":"en","type":"dissertation","venue":"","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Occupational training; Information science; Information scientist","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":[0.004312308,0.0004040909,0.0008915089,0.001861726,0.002334438,0.005916908,0.001050801,0.001307892,0.00272934],"category_scores_gemma":[0.02002194,0.0005205294,0.0006007433,0.00129568,0.001538164,0.002234411,0.002507249,0.001446058,0.0009408484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001065528,"about_ca_system_score_gemma":0.002014753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003911309,"about_ca_topic_score_gemma":0.00486011,"domain_scores_codex":[0.9957492,0.001535187,0.0003202415,0.0006634219,0.001096081,0.0006357924],"domain_scores_gemma":[0.9849784,0.006821261,0.002374223,0.0007923574,0.00261576,0.002418005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002221561,0.003981686,0.5200168,0.0002952823,0.0001018491,0.0005004916,0.4181208,0.0002788222,0.003085394,0.0008128373,0.000591947,0.05199197],"study_design_scores_gemma":[0.00006000009,0.002706291,0.5388705,0.0002296788,0.00008563992,0.0006396684,0.4382599,0.002017757,0.002075555,0.001181853,0.01372022,0.0001529499],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984767,0.00006186694,0.0003727037,0.00005443823,0.000003720827,0.00004064532,0.00001376414,0.00000522682,0.0009708584],"genre_scores_gemma":[0.9970144,0.0001087802,0.000722768,0.00007213071,0.000005110009,0.00008073689,0.00003244647,0.000008172495,0.001955508],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005916908,"threshold_uncertainty_score":0.02280593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01661717475604337,"score_gpt":0.4001863374204518,"score_spread":0.3835691626644085,"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."}}