{"id":"W6999243821","doi":"","title":"Collaborative information behavior in learning tasks: a study of engineering students","year":2013,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Information Retrieval and Search Behavior","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Deliverable; Task (project management); Information behavior; Collaborative learning; Construct (python library); Variety (cybernetics); Interim; Information system; Cooperative learning","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":[0.003497926,0.0006717283,0.001229957,0.002046522,0.004520009,0.005262312,0.001249474,0.002038137,0.00115813],"category_scores_gemma":[0.009008314,0.0009800998,0.0006427894,0.001704584,0.002026739,0.002204944,0.002822362,0.002421214,0.0007077155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001643953,"about_ca_system_score_gemma":0.002424591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009342381,"about_ca_topic_score_gemma":0.01196234,"domain_scores_codex":[0.9969296,0.0009712182,0.0001811089,0.0004476061,0.000666425,0.0008039846],"domain_scores_gemma":[0.9933364,0.001994313,0.0009573693,0.0003174202,0.001156821,0.002237658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001570658,0.005396702,0.2424538,0.0001482812,0.00003159435,0.0009513489,0.7212453,0.0001063827,0.003383826,0.000276078,0.0003361443,0.02551339],"study_design_scores_gemma":[0.00007090851,0.004211852,0.309446,0.0001316858,0.00004549975,0.00144043,0.672797,0.000957128,0.001567828,0.0004680873,0.008749139,0.0001144706],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994461,0.00003917479,0.0001136918,0.0000500885,0.000002395452,0.00002921071,0.000009521525,0.00000232359,0.0003074696],"genre_scores_gemma":[0.998481,0.0001236619,0.0003824791,0.0001233736,0.00000612473,0.00006068609,0.00002910182,0.00000485245,0.0007888234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009342381,"threshold_uncertainty_score":0.01857597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01039916144507989,"score_gpt":0.2632476296243823,"score_spread":0.2528484681793023,"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."}}