{"id":"W1595213066","doi":"","title":"Information Need: A Theory Connecting Information Search to Knowledge Formation","year":2012,"lang":"en","type":"article","venue":"Partnership The Canadian Journal of Library and Information Practice and Research","topic":"Information Retrieval and Search Behavior","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Information science; Process (computing); Psychology; Information behavior; Sociology; Computer science; Epistemology; Cognitive science; Library science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.009317705,0.0001263332,0.00013866,0.001612588,0.001412604,0.003258996,0.0005847017,0.0001159941,0.00004328791],"category_scores_gemma":[0.001955701,0.0000876052,0.00004262206,0.001336471,0.0001327056,0.2336179,0.0002103169,0.0008204426,0.0002626384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007293262,"about_ca_system_score_gemma":0.0009824937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001194035,"about_ca_topic_score_gemma":0.0000133605,"domain_scores_codex":[0.997125,0.0007657057,0.00077295,0.00004020219,0.0007017578,0.0005944222],"domain_scores_gemma":[0.9964648,0.001140172,0.0003364173,0.0002166691,0.0008742668,0.0009676459],"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":[0.000138565,0.00001153372,0.0003125922,0.0001061602,0.0000198438,8.154003e-7,0.1260737,0.00005703527,0.000003328616,0.7021536,0.005306317,0.1658165],"study_design_scores_gemma":[0.000467425,0.0002719078,0.002950881,0.00006608533,0.0000119784,0.0005137346,0.04370987,0.003209305,0.0005868601,0.0006791484,0.9473677,0.0001651402],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2108667,0.002568658,0.2264618,0.2193485,0.001975317,0.003756882,0.00006924115,0.0002046625,0.3347482],"genre_scores_gemma":[0.9926645,0.0001984236,0.001832003,0.005046496,0.0001381267,0.00001248472,0.00002616485,0.000004081791,0.00007767777],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9420614,"threshold_uncertainty_score":0.9998874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07135875857243032,"score_gpt":0.3500689506982675,"score_spread":0.2787101921258371,"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."}}