{"id":"W2398471882","doi":"","title":"Practical and scholarly implications of information behaviour research: a pilot study of research literature","year":2015,"lang":"en","type":"article","venue":"Information Research","topic":"Library Science and Information Literacy","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scope (computer science); Context (archaeology); Field (mathematics); Information behavior; Psychology; Research methodology; Sociology; Library science; Computer science; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","scholarly_communication"],"consensus_categories":["metaresearch","scholarly_communication"],"category_scores_codex":[0.03670887,0.00009207896,0.000176151,0.002987136,0.001285404,0.002170412,0.000762014,0.0001318084,0.00007984741],"category_scores_gemma":[0.01364393,0.00008156408,0.00002325577,0.00667433,0.001313022,0.09725192,0.0004692043,0.001422179,0.0002163955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001838672,"about_ca_system_score_gemma":0.002635706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003049914,"about_ca_topic_score_gemma":0.00009529822,"domain_scores_codex":[0.990384,0.002395341,0.001033032,0.0001424936,0.005342861,0.0007023149],"domain_scores_gemma":[0.9835774,0.001306992,0.0002439964,0.0005113623,0.0138904,0.0004698609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002386943,0.000583209,0.03094529,0.0001027569,0.00001326459,8.386123e-7,0.4953279,0.000009939611,0.00003559322,0.4201323,0.04503629,0.007573954],"study_design_scores_gemma":[0.00170476,0.0053812,0.1099274,0.0001604588,0.000004330931,0.000008548282,0.5891033,0.0002286428,0.0001748577,0.01546217,0.2776514,0.0001928563],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8875543,0.00005585465,0.0001751404,0.01643514,0.0001259232,0.002546511,0.00007827064,0.00005833097,0.09297048],"genre_scores_gemma":[0.9980362,0.00009825394,0.001034599,0.0001289254,0.00006756312,0.0001422521,0.00006246798,0.000003988354,0.000425767],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4046701,"threshold_uncertainty_score":0.9988654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.479543363889137,"score_gpt":0.5605087402687078,"score_spread":0.08096537637957074,"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."}}