{"id":"W2277327449","doi":"10.11575/prism/29834","title":"Assessing discovery; user discovery pathways","year":2014,"lang":"en","type":"article","venue":"Open MIND","topic":"Information Retrieval and Search Behavior","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Data science","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":[0.083119,0.001144097,0.001384766,0.01620781,0.004070712,0.00961203,0.002688837,0.002062143,0.003335672],"category_scores_gemma":[0.2106805,0.00120514,0.001308618,0.008252624,0.002973173,0.01070828,0.01140375,0.00255712,0.001280592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006213231,"about_ca_system_score_gemma":0.01256884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01004807,"about_ca_topic_score_gemma":0.007359013,"domain_scores_codex":[0.9230412,0.04301058,0.008239817,0.005421954,0.01751759,0.002768788],"domain_scores_gemma":[0.6694156,0.228262,0.02269958,0.01850045,0.05524003,0.00588238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00254783,0.002284193,0.3830343,0.003054194,0.0002232086,0.001297767,0.2021264,0.003169593,0.009721939,0.01688386,0.003569046,0.3720876],"study_design_scores_gemma":[0.00100009,0.008032966,0.3816433,0.002792929,0.0006966033,0.004707468,0.2969378,0.06752185,0.04775638,0.1017254,0.08562157,0.001563589],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8593464,0.001111237,0.1034749,0.002612481,0.00005048089,0.007586877,0.003149934,0.002003408,0.02066425],"genre_scores_gemma":[0.882297,0.0004552735,0.1094728,0.0002813048,0.00001241606,0.003438599,0.001494214,0.0002306778,0.0023177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.083119,"threshold_uncertainty_score":0.4395805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07112676629062704,"score_gpt":0.3302725813176409,"score_spread":0.2591458150270138,"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."}}