{"id":"W1570967269","doi":"10.82308/16983","title":"Doctoral students’ mental models of a web search engine : an exploratory study","year":2007,"lang":"en","type":"article","venue":"Open MIND","topic":"Learning Styles and Cognitive Differences","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Completeness (order theory); Psychology; Exploratory research; Cognitive style; Perception; Search engine; Cognition; Scale (ratio); Applied psychology; Computer science; Information retrieval; Mathematics education; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001059262,0.0001166063,0.0001992279,0.00008891203,0.00006796825,0.00007787564,0.0006131394,0.00004663498,0.005559681],"category_scores_gemma":[0.000004917836,0.0001011529,0.00003194555,0.0001388105,0.00005639985,0.0002230045,0.0002499482,0.0001568948,0.0002388306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001933219,"about_ca_system_score_gemma":0.00003638173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001435735,"about_ca_topic_score_gemma":0.0005291999,"domain_scores_codex":[0.9986505,0.0002144115,0.0002298261,0.0003244821,0.0003223036,0.0002584574],"domain_scores_gemma":[0.9994791,0.00004873492,0.00006016746,0.0002357705,0.00008099416,0.00009521739],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0008853332,0.007108986,0.45721,0.00000423496,0.000380405,0.000138877,0.2274572,0.00001542666,0.001674126,0.0001609875,0.0001306944,0.3048337],"study_design_scores_gemma":[0.006645205,0.004576361,0.4459972,0.00004396154,0.0000857403,0.000007106876,0.5379412,0.0002612153,0.00218704,0.000067585,0.00171818,0.0004692691],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9827269,0.00004140274,0.00007878213,0.00001071783,0.000158307,0.0005672246,0.0000253977,0.000002372465,0.01638892],"genre_scores_gemma":[0.997279,0.000001328213,0.00021162,0.00001677763,0.00005062953,0.00001900282,0.00001677996,0.00001320879,0.002391586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.310484,"threshold_uncertainty_score":0.9953493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1592239451836155,"score_gpt":0.4457041870996333,"score_spread":0.2864802419160178,"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."}}