{"id":"W2096296071","doi":"10.1002/meet.2014.14505101021","title":"Searching as learning: Novel measures for information interaction research","year":2014,"lang":"en","type":"article","venue":"Proceedings of the American Society for Information Science and Technology","topic":"Information Retrieval and Search Behavior","field":"Computer Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Context (archaeology); Outcome (game theory); Focus (optics); Computer science; Psychology; Data science","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":[],"consensus_categories":[],"category_scores_codex":[0.005651537,0.00009485571,0.0001536112,0.0006896464,0.001230023,0.0005323149,0.001241165,0.00006139738,2.709622e-7],"category_scores_gemma":[0.004088301,0.00007027856,0.0000981339,0.003738207,0.001485265,0.009176519,0.000513977,0.0003332046,0.000005611178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001242214,"about_ca_system_score_gemma":0.0002464406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000290931,"about_ca_topic_score_gemma":2.781118e-7,"domain_scores_codex":[0.9980299,0.000005004438,0.0003863643,0.0001391834,0.0009993708,0.0004401941],"domain_scores_gemma":[0.9939756,0.0001727287,0.0005369783,0.0001456698,0.005099374,0.00006964853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002759805,0.00001375229,0.0004127461,0.00008877672,0.000008693763,7.464471e-10,0.004824771,0.0000236603,0.01463111,0.5879339,0.0005849517,0.39145],"study_design_scores_gemma":[0.001239341,0.001660301,0.001810506,0.00007536397,0.00001470518,0.00003282531,0.03269089,0.2808919,0.1133647,0.01492523,0.5529453,0.0003488693],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.739661,0.000005330728,0.2389116,0.01358107,0.000214471,0.001814886,0.000008443779,0.0003142463,0.005488873],"genre_scores_gemma":[0.9744173,0.00001916425,0.02483453,0.0005404337,0.00001653163,0.0001389648,0.000002040048,0.00000282562,0.00002816518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5730087,"threshold_uncertainty_score":0.9460469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03832970841132488,"score_gpt":0.3452638541912317,"score_spread":0.3069341457799068,"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."}}