{"id":"W4412035561","doi":"10.1145/3715336.3735790","title":"LuciEntry: Towards Understanding the Design of Lucid Dream Induction","year":2025,"lang":"en","type":"article","venue":"","topic":"User Authentication and Security Systems","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Australian Research Council","keywords":"Lucid dream; Dream; Computer science; Psychology; Neuroscience","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":[],"consensus_categories":[],"category_scores_codex":[0.0005233372,0.00005258751,0.00007686106,0.00009650603,0.0001062207,0.00009286687,0.0005229395,0.00003193508,0.00001444865],"category_scores_gemma":[0.0000348241,0.00003397153,0.00003138474,0.0005766482,0.00004685152,0.0001572043,0.00009282085,0.000052399,0.000009751413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005956312,"about_ca_system_score_gemma":0.00008815871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004446,"about_ca_topic_score_gemma":0.00000329515,"domain_scores_codex":[0.9993065,0.0001037842,0.0001664303,0.0001495224,0.0001743067,0.00009945162],"domain_scores_gemma":[0.999424,0.00006741497,0.00005109169,0.0003902354,0.00004732406,0.00001993043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001945496,0.00003365766,0.00007038337,0.00001243345,0.00001948875,1.681384e-7,0.01296776,0.00002876264,0.0007693947,0.9798709,0.004154844,0.002070249],"study_design_scores_gemma":[0.0006014087,0.00008388147,0.002624277,0.00009913005,0.00002802251,0.00001051002,0.006187226,0.7730859,0.02169289,0.1852065,0.0101344,0.0002458885],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00111662,0.00004129229,0.9838089,0.0045836,0.0005388737,0.00017891,2.270122e-7,0.00007030034,0.009661267],"genre_scores_gemma":[0.9962021,0.000005175578,0.001618211,0.0002983616,0.00001112672,0.00000616251,3.060313e-7,0.000001545216,0.001857006],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9950855,"threshold_uncertainty_score":0.1385319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06865281404191687,"score_gpt":0.2801748057395755,"score_spread":0.2115219916976587,"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."}}