{"id":"W6923168177","doi":"10.1371/journal.pone.0284374.s001","title":"Constructs.","year":2023,"lang":"en","type":"article","venue":"Figshare","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Empathy; Association (psychology); Recreation; Social cognitive theory; Test (biology); Social media; Computer-assisted web interviewing","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":[],"category_scores_codex":[0.006338558,0.0008917239,0.0005781256,0.002266512,0.002387814,0.005347142,0.001678868,0.001584731,0.2122981],"category_scores_gemma":[0.02061745,0.0004382582,0.0009199949,0.003471606,0.001394861,0.004717005,0.003520033,0.002182758,0.0763972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003333002,"about_ca_system_score_gemma":0.005400844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006172797,"about_ca_topic_score_gemma":0.006241727,"domain_scores_codex":[0.9957277,0.001214675,0.0004228955,0.000794255,0.001407773,0.00043277],"domain_scores_gemma":[0.989375,0.002787241,0.0007987337,0.001323427,0.004860661,0.0008549283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003144271,0.0006289019,0.03718531,0.001785507,0.00006694523,0.0002824872,0.01618728,0.0004205558,0.0008387362,0.2339725,0.3439652,0.3643522],"study_design_scores_gemma":[0.00006599114,0.0001421788,0.01978683,0.0009601145,0.00005058558,0.0002672414,0.01001495,0.0004245285,0.0003654813,0.03049818,0.937369,0.00005489081],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03770496,0.001361501,0.02867717,0.01141188,0.001868651,0.005962542,0.03755419,0.001696039,0.8737631],"genre_scores_gemma":[0.3240338,0.003467243,0.1046452,0.01018616,0.0006957608,0.02285676,0.05875148,0.001390421,0.4739732],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.787702,"threshold_uncertainty_score":0.7102078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06343277024099052,"score_gpt":0.3518440099382194,"score_spread":0.2884112396972289,"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."}}