{"id":"W4241173943","doi":"10.31234/osf.io/cb9dn","title":"An analysis of productivity app strengths: An environmental scan","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University; McMaster University","funders":"","keywords":"Productivity; Meditation; Psychological intervention; Mindfulness; Psychology; Randomized controlled trial; App store; Applied psychology; Clinical psychology; Computer science; Medicine; Economics; Geography; World Wide Web","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":[0.03404365,0.001439022,0.002934616,0.02318452,0.00172918,0.004444717,0.001804757,0.001549202,0.01662309],"category_scores_gemma":[0.1882277,0.001215433,0.007242642,0.02541972,0.001545469,0.00681836,0.007867192,0.002280458,0.001754169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003344388,"about_ca_system_score_gemma":0.009135615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004967649,"about_ca_topic_score_gemma":0.009891164,"domain_scores_codex":[0.9647413,0.01230823,0.007422656,0.002546353,0.01131046,0.001670962],"domain_scores_gemma":[0.7151637,0.2166267,0.0251137,0.006198913,0.03552287,0.001374178],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003969943,0.000444656,0.2527931,0.1692268,0.01083848,0.002036297,0.02427428,0.0006957722,0.001999434,0.00487415,0.02004874,0.5087984],"study_design_scores_gemma":[0.0006208389,0.002030216,0.6252666,0.1174227,0.02737066,0.004096732,0.03981747,0.001388014,0.002870044,0.005507994,0.1732721,0.0003366048],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6592606,0.1134824,0.01754537,0.00934294,0.0005325188,0.01862971,0.1179842,0.0007299864,0.06249229],"genre_scores_gemma":[0.8705724,0.02938021,0.03650728,0.002835799,0.0001868632,0.03626138,0.01689632,0.0005218972,0.006837802],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03404365,"threshold_uncertainty_score":0.1800422,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0297621801871137,"score_gpt":0.3923888947214088,"score_spread":0.3626267145342951,"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."}}