{"id":"W7124987062","doi":"10.7202/1122236ar","title":"The Watty Awards as a Discoverability Tool for Wattpad Authors","year":2025,"lang":"fr","type":"article","venue":"Mémoires du livre","topic":"Catholicism, Bioethics, Media, Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Discoverability; Publicity; Publishing; Popularity; Jury; Toolbox; Standardization; Copying","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02545422,0.0006616741,0.0005172663,0.009184932,0.009515198,0.01522385,0.001448566,0.001342813,0.0109657],"category_scores_gemma":[0.08268031,0.0005625236,0.0003422704,0.00500473,0.007411923,0.01654653,0.01107077,0.002765317,0.001795053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004003766,"about_ca_system_score_gemma":0.00366926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001274671,"about_ca_topic_score_gemma":0.002650277,"domain_scores_codex":[0.9798142,0.01183674,0.00109748,0.001506977,0.004941554,0.0008030265],"domain_scores_gemma":[0.8579832,0.1122478,0.01119137,0.008332225,0.006156502,0.004088969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001716671,0.0001741269,0.01815476,0.0003439355,0.00001432328,0.0009572584,0.7496795,0.0001185996,0.00254595,0.06869249,0.01002359,0.1491238],"study_design_scores_gemma":[0.00005220365,0.0001733108,0.01519415,0.0005404776,0.00004508329,0.001240372,0.572258,0.001373475,0.00375578,0.03537816,0.3698384,0.000150596],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7066752,0.0008406757,0.06639985,0.01351933,0.001041963,0.0005687203,0.0006653781,0.001532963,0.2087559],"genre_scores_gemma":[0.9480141,0.0002521942,0.02671687,0.0004544993,0.0002854975,0.0004650506,0.0002873627,0.0003832527,0.02314112],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02545422,"threshold_uncertainty_score":0.1346163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02421715403146101,"score_gpt":0.3446715705708553,"score_spread":0.3204544165393943,"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."}}