{"id":"W2964574771","doi":"10.29173/cais1098","title":"A Pilot Study Examining the Information Seeking of Fiction Writers","year":2019,"lang":"en","type":"article","venue":"Proceedings of the Annual Conference of CAIS / Actes du congrès annuel de l ACSI","topic":"Publishing and Scholarly Communication","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Serendipity; Information seeking; Creativity; Audience measurement; Information seeking behavior; Publishing; Focus (optics); Psychology; Sociology; Advertising; Art; Library science; Literature; Social psychology; Computer science; Epistemology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003710701,0.0003536385,0.0004508894,0.001228716,0.002284838,0.00118408,0.0005725239,0.0009703494,0.006028634],"category_scores_gemma":[0.01151739,0.0003498239,0.0003087646,0.0005363183,0.000892531,0.001273385,0.0008644678,0.0011635,0.001532243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005670284,"about_ca_system_score_gemma":0.001213735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001302726,"about_ca_topic_score_gemma":0.002596516,"domain_scores_codex":[0.9987431,0.0006562903,0.00006404249,0.0001242268,0.0001705188,0.0002418303],"domain_scores_gemma":[0.9834697,0.01111382,0.0007448853,0.0008725538,0.001966367,0.001832654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001685029,0.03795153,0.1929903,0.001370222,0.00004813397,0.006937356,0.6003519,0.0002208094,0.02960217,0.001094789,0.003743731,0.1240039],"study_design_scores_gemma":[0.0006435618,0.07499269,0.4186752,0.0003656757,0.0001000866,0.003583825,0.4451428,0.001088924,0.01347862,0.0007431544,0.04102865,0.0001567716],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970721,0.00002711164,0.0002952044,0.00009014102,0.00001579905,0.000682433,0.00008671804,0.00001314254,0.001717259],"genre_scores_gemma":[0.9881014,0.000240019,0.002855635,0.000307754,0.00004914718,0.001818445,0.0002944043,0.00001248757,0.006320763],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9988159,"threshold_uncertainty_score":0.02016777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05216106306652236,"score_gpt":0.2388115364137782,"score_spread":0.1866504733472558,"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."}}