{"id":"W3155675912","doi":"10.2196/26571","title":"A Data-Free Digital Platform to Reach Families With Young Children During the COVID-19 Pandemic: Online Survey Study","year":2021,"lang":"en","type":"article","venue":"JMIR Pediatrics and Parenting","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Economic and Social Research Council","keywords":"Pandemic; Survey data collection; Population; Coronavirus disease 2019 (COVID-19); The Internet; Geography; Psychology; Medicine; Environmental health; Computer science","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":[0.005716855,0.0004173227,0.0005091213,0.002070401,0.002121965,0.001462776,0.0007442077,0.0009915432,0.004101485],"category_scores_gemma":[0.01074835,0.0008116002,0.0005712833,0.002105537,0.0007762985,0.002999571,0.002374819,0.001555449,0.00125346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001578707,"about_ca_system_score_gemma":0.003404822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01182562,"about_ca_topic_score_gemma":0.02151435,"domain_scores_codex":[0.9969558,0.001509105,0.00027736,0.0002287927,0.0003037825,0.0007251612],"domain_scores_gemma":[0.9920505,0.002660863,0.001757211,0.0004628209,0.001345256,0.001723377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002917393,0.004957664,0.8492001,0.0008677797,0.00007723115,0.001922477,0.09968495,0.0001190849,0.0007178705,0.0005321697,0.005685215,0.03594373],"study_design_scores_gemma":[0.0001636802,0.00305656,0.7150399,0.0006682769,0.000075721,0.001234782,0.2625952,0.0006412391,0.0004693509,0.0002716884,0.0156893,0.00009432586],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958406,0.00008996445,0.0003104373,0.0002931871,0.0000145527,0.001142222,0.001158223,0.000006574233,0.001144177],"genre_scores_gemma":[0.9888819,0.000581499,0.002043528,0.001130595,0.00005649813,0.005040702,0.001317929,0.00001469813,0.0009327101],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01182562,"threshold_uncertainty_score":0.03023398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.150905664730329,"score_gpt":0.4432376875780714,"score_spread":0.2923320228477424,"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."}}