{"id":"W7084145484","doi":"10.64628/aam.jwhaxqa3x","title":"5 tips from an expert for choosing a self-help book that will actually work","year":2025,"lang":"en","type":"article","venue":"","topic":"Adsorption and Cooling Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"","keywords":"Work (physics); Expert system; Key (lock); Subject (documents)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008589149,0.001331872,0.001060053,0.001149757,0.0009809531,0.003517557,0.00165592,0.003668746,0.2711702],"category_scores_gemma":[0.005527471,0.0007132419,0.001097731,0.0006658213,0.0004529424,0.003730478,0.002264391,0.003642005,0.2099642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005739081,"about_ca_system_score_gemma":0.0006396869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006770171,"about_ca_topic_score_gemma":0.00235681,"domain_scores_codex":[0.9989309,0.0001839675,0.00005122647,0.00005855901,0.0007053149,0.00007010602],"domain_scores_gemma":[0.9974554,0.0009286786,0.00009597008,0.0001014114,0.0008675241,0.0005510276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002047385,0.00006957057,0.00007582572,0.0001732146,0.000003695004,0.000184994,0.00007199424,0.0001127767,0.000551077,0.000793703,0.9411913,0.05675136],"study_design_scores_gemma":[0.00002226333,0.00006528628,0.0004229757,0.0002713494,0.000005109581,0.0008085785,0.0001660373,0.0002772092,0.0003129367,0.002176413,0.9954507,0.00002117039],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00249565,0.02820464,0.05252093,0.04774728,0.04349204,0.001092455,0.001517945,0.01547849,0.8074507],"genre_scores_gemma":[0.003616653,0.005635387,0.02984193,0.01937208,0.004896093,0.0002696015,0.0008564398,0.002353121,0.9331588],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2711702,"threshold_uncertainty_score":0.9071547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01319421536003114,"score_gpt":0.2448764128430083,"score_spread":0.2316821974829772,"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."}}