{"id":"W2059516109","doi":"10.1108/jd-03-2014-0056","title":"Untangling search task complexity and difficulty in the context of interactive information retrieval studies","year":2014,"lang":"en","type":"article","venue":"Journal of Documentation","topic":"Information Retrieval and Search Behavior","field":"Computer Science","cited_by":84,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Task (project management); Context (archaeology); Information retrieval","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":[0.001427349,0.00005133774,0.0001292316,0.0001731918,0.00006241751,0.0001306477,0.0002134361,0.00001802062,0.000002575471],"category_scores_gemma":[0.0002159055,0.00003179842,0.00003141678,0.0002483873,0.00006290906,0.003224635,0.00005223515,0.0001618335,0.000002297243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006676501,"about_ca_system_score_gemma":0.00002849392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002380793,"about_ca_topic_score_gemma":0.000006398002,"domain_scores_codex":[0.9987767,0.0001756351,0.0004771699,0.00003633308,0.0004549877,0.00007919782],"domain_scores_gemma":[0.998774,0.0002727335,0.0003721009,0.0000693539,0.0004877837,0.00002403826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0009950418,0.0002756212,0.01584713,0.0002819882,0.0001502934,0.000009071244,0.6232991,0.000624619,0.007028828,0.1085626,0.0006075019,0.2423183],"study_design_scores_gemma":[0.01007195,0.003779277,0.5784203,0.0005824956,0.00007790125,0.0003260365,0.2610133,0.08098947,0.04879327,0.01400438,0.001470424,0.0004711682],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9722354,0.00003050514,0.02648447,0.0009313315,0.0001056816,0.0001241878,0.000001583042,0.000003020256,0.00008377367],"genre_scores_gemma":[0.9982427,0.00004668613,0.001471455,0.0002140759,0.00001903491,6.566057e-7,0.000002360562,7.95225e-7,0.00000225863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5625732,"threshold_uncertainty_score":0.2337783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04345031035981671,"score_gpt":0.349304838060599,"score_spread":0.3058545277007823,"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."}}