{"id":"W2048659119","doi":"10.1108/17415650580000031","title":"The effects of spatial layout on relationships between performance, path patterns and mental representation in a hypermedia information search task","year":2005,"lang":"en","type":"article","venue":"Interactive Technology and Smart Education","topic":"Spatial Cognition and Navigation","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Hypermedia; Computer science; Task (project management); Recall; Representation (politics); Mental representation; Path (computing); Spatial analysis; Multidimensional scaling; Path analysis (statistics); Information retrieval; Human–computer interaction; Cognition; Multimedia; Machine learning; Cognitive psychology; Psychology; Mathematics; Statistics","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":[0.001800253,0.000511855,0.0003388342,0.0005420907,0.0002302315,0.001714158,0.0003954954,0.0005878964,0.002357585],"category_scores_gemma":[0.0453513,0.0004120083,0.0003195352,0.0005516998,0.0006411282,0.001316821,0.001063715,0.0005506174,0.0002824638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003290836,"about_ca_system_score_gemma":0.0002451011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00109413,"about_ca_topic_score_gemma":0.001381252,"domain_scores_codex":[0.9979764,0.001010961,0.0001872033,0.0003090087,0.0004093302,0.0001070236],"domain_scores_gemma":[0.9333747,0.05370119,0.007078805,0.002717709,0.001714644,0.00141303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01821583,0.005670512,0.4457259,0.001119841,0.0009842227,0.0006095247,0.01328044,0.01035248,0.3298921,0.001008595,0.0009545747,0.172186],"study_design_scores_gemma":[0.0002228189,0.004271738,0.9797691,0.00003886791,0.0001291332,0.00013931,0.001000258,0.004940914,0.00837863,0.0005428736,0.0004813764,0.0000850902],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987842,0.00003747827,0.0005098183,0.00001428558,0.000003252914,0.0000163113,0.00003825703,0.0000271404,0.0005692298],"genre_scores_gemma":[0.9978557,0.00004638406,0.001579365,0.00001298951,0.000005175047,0.0000513678,0.0001008057,0.00002318322,0.0003249218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002357585,"threshold_uncertainty_score":0.009520769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006881323437244112,"score_gpt":0.2521307515992349,"score_spread":0.2452494281619908,"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."}}