{"id":"W4379016387","doi":"10.11647/obp.0326.22","title":"Introduction","year":2023,"lang":"en","type":"book-chapter","venue":"Open Book Publishers","topic":"Child Development and Digital Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Theme (computing); Geography; Portrait; Gender studies; Isolation (microbiology); Genealogy; Ethnology; History; Media studies; Sociology; Archaeology","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":[0.0004014852,0.0005301514,0.0004176184,0.000831598,0.001583261,0.004834741,0.001093805,0.001871763,0.3774113],"category_scores_gemma":[0.001533777,0.0002291092,0.0003760025,0.0009843521,0.000930215,0.003238105,0.002058741,0.002011712,0.185142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001541138,"about_ca_system_score_gemma":0.001434521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002845868,"about_ca_topic_score_gemma":0.004501135,"domain_scores_codex":[0.9994824,0.0000662188,0.00002095436,0.0001238941,0.0002417789,0.00006477077],"domain_scores_gemma":[0.9995062,0.00009686417,0.00002257659,0.00006113297,0.0002107233,0.0001024068],"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":[0.00001856283,0.00003082657,0.0001939092,0.0001810151,0.000002215353,0.0001364901,0.0009118567,0.0000958856,0.0003104906,0.07880886,0.7989188,0.1203911],"study_design_scores_gemma":[7.966153e-7,0.00000345229,0.00008315331,0.00008301813,4.121914e-7,0.00007439427,0.0001224136,0.00001263995,0.00002115553,0.002422943,0.997174,0.000001488688],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005345805,0.003897513,0.001382741,0.004139673,0.003585952,0.00006305386,0.0005922515,0.0002716097,0.9855326],"genre_scores_gemma":[0.003010551,0.002820432,0.0009046102,0.001739335,0.0006379854,0.00003975072,0.0005626121,0.0001400852,0.9901447],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6225888,"threshold_uncertainty_score":0.8880472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03833634907604648,"score_gpt":0.284597912165796,"score_spread":0.2462615630897495,"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."}}