{"id":"W4386855777","doi":"10.2139/ssrn.4576287","title":"Learn Information Behavior (1980s Style!)","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Geography Education and Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Style (visual arts); Psychology; Cognitive science; Data science; Computer science; Art; Literature","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002226675,0.00006348142,0.00006828567,0.0002759171,0.0007373648,0.0001408748,0.0002124742,0.00006885968,0.0003448648],"category_scores_gemma":[0.0001176558,0.00006248488,0.00008522533,0.0005244727,0.00006667336,0.0005515622,0.00001261609,0.0007719764,0.001041221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002821924,"about_ca_system_score_gemma":0.002859667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001308258,"about_ca_topic_score_gemma":0.005245357,"domain_scores_codex":[0.997826,0.0001243115,0.0001773746,0.00006341703,0.0003391996,0.001469729],"domain_scores_gemma":[0.9995644,0.00003354332,0.0001033132,0.00007510182,0.0001167107,0.0001069115],"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":[0.00001387446,0.00005941271,0.06205451,0.00000297868,0.0000461883,0.000001384708,0.02482151,0.00001540688,0.00002341867,0.5570004,0.003039028,0.3529219],"study_design_scores_gemma":[0.0003354266,0.000103742,0.0615814,0.000004907185,0.0000274167,0.00003081925,0.1583427,0.000009819682,0.000004414198,0.0504972,0.7288873,0.0001748352],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9479778,0.0003541246,0.0004439609,0.01084115,0.00156487,0.0002442912,0.000002916099,0.0002542851,0.03831658],"genre_scores_gemma":[0.985212,0.003668055,0.00001344623,0.0001608564,0.000384553,0.00001251528,0.0000119736,0.000005626769,0.010531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7258483,"threshold_uncertainty_score":0.9997366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02016555831040636,"score_gpt":0.3374225401313227,"score_spread":0.3172569818209163,"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."}}