{"id":"W7093368591","doi":"10.4324/9781003458074/children-media-pandemic-parenting-rebekah-willett-xinyu-zhao?context=ubx&refid=ddf5f96c-9bb6-47bf-b72e-246cf130a713","title":"9781040109571.pdf","year":2024,"lang":"en","type":"other","venue":"OAPEN (The OAPEN Foundation)","topic":"Medical History and Research","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Variety (cybernetics); Sociotechnical system; Digital media; Pandemic; Commons; Socioeconomic status","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002983829,0.0007423699,0.0004143394,0.001628643,0.001043157,0.006746667,0.0008013116,0.001142365,0.7907897],"category_scores_gemma":[0.001349977,0.0004428559,0.0004422754,0.002962655,0.0004704063,0.003069049,0.002313287,0.001499226,0.733845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007103125,"about_ca_system_score_gemma":0.0006890942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002107172,"about_ca_topic_score_gemma":0.002937745,"domain_scores_codex":[0.9996831,0.00003402217,0.00001436182,0.00004255477,0.0001916654,0.00003430785],"domain_scores_gemma":[0.9994928,0.0001348728,0.00002785801,0.00007842878,0.000161751,0.0001042172],"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":[0.00002767834,0.00003462585,0.0002067333,0.0002183247,0.000003578598,0.00007162897,0.0001820653,0.0001042156,0.0004779459,0.007112271,0.6962278,0.2953331],"study_design_scores_gemma":[0.000001672853,0.000004705258,0.0002101191,0.00007501465,6.919516e-7,0.00004520243,0.00005913752,0.00002208251,0.00007991453,0.0003904609,0.9991083,0.000002715158],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002645373,0.0007104236,0.0005669278,0.0003041146,0.0005967969,0.0000261531,0.001192706,0.0005510239,0.9957874],"genre_scores_gemma":[0.001185961,0.0009592675,0.0005955572,0.0001761014,0.0001244632,0.00002839971,0.001272414,0.0004691472,0.9951887],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2092103,"threshold_uncertainty_score":0.2984131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04380351802945842,"score_gpt":0.280458973366768,"score_spread":0.2366554553373096,"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."}}