{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.005447054,0.0003184161,0.000360331,0.00007429004,0.002958582,0.0005494959,0.0008541153,0.0005550229,0.0001728024],"category_scores_gemma":[0.007361278,0.0002571616,0.0003956621,0.0007698851,0.002634986,0.0004777271,0.000147915,0.0006144457,0.0001703697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001204635,"about_ca_system_score_gemma":0.003335253,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01289084,"about_ca_topic_score_gemma":0.01449373,"domain_scores_codex":[0.9961858,0.0009794688,0.0006253299,0.0006634893,0.0006503292,0.0008956229],"domain_scores_gemma":[0.9949965,0.003319859,0.0002186258,0.0007944538,0.0004796769,0.0001909181],"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":[0.0001178342,0.000543494,0.006732153,0.0002867244,0.0001004844,0.00000182859,0.1213763,0.00001794722,0.00002914625,0.6428236,0.1124819,0.1154886],"study_design_scores_gemma":[0.0002940389,0.0001048382,0.01029238,0.0001469831,0.0001185669,0.000001371438,0.0169994,0.0001825464,0.0002605883,0.09728144,0.8740456,0.0002722956],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4352824,0.007488935,0.0009141093,0.5169175,0.02304286,0.001809501,0.0001494133,0.0001203345,0.01427487],"genre_scores_gemma":[0.7479584,0.004017361,0.0005057249,0.002226684,0.003191165,0.0004635029,0.00003866078,0.00003724432,0.2415612],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7615637,"threshold_uncertainty_score":0.9999881,"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."}}