{"id":"W3208427938","doi":"10.1111/jcal.12621","title":"Assessing fidelity of implementation to a technology‐mediated early intervention using process data","year":2021,"lang":"en","type":"article","venue":"Journal of Computer Assisted Learning","topic":"Child Development and Digital Technology","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Education and Early Childhood Development","funders":"Institute of Education Sciences; U.S. Department of Education","keywords":"Fidelity; Psychological intervention; Computer science; Process (computing); Randomized controlled trial; Web application; Intervention (counseling); Sample (material); Psychology; Medicine; 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":[0.100067,0.0005067625,0.0007568359,0.001725218,0.0007845216,0.002286122,0.001251979,0.000810541,0.001917506],"category_scores_gemma":[0.2944044,0.0004870816,0.001633695,0.001535194,0.001315132,0.002051495,0.002484747,0.001370338,0.0002574096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001855072,"about_ca_system_score_gemma":0.003925651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0035381,"about_ca_topic_score_gemma":0.002660618,"domain_scores_codex":[0.8511307,0.1106327,0.01364225,0.003530512,0.01952984,0.001533928],"domain_scores_gemma":[0.6630908,0.2255441,0.04808433,0.03202607,0.02920763,0.002047015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004648679,0.005776878,0.5763252,0.002406872,0.001840597,0.00007694824,0.01091983,0.00806578,0.003405877,0.003901348,0.00113965,0.3814923],"study_design_scores_gemma":[0.001376061,0.03768322,0.870814,0.003267294,0.002035089,0.0001934828,0.006604283,0.03308947,0.02957886,0.005847873,0.009239973,0.0002704922],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8897312,0.0003552948,0.09203945,0.00056151,0.00008910947,0.009064388,0.0009282043,0.0002569263,0.006973885],"genre_scores_gemma":[0.9585057,0.0001560989,0.03430366,0.0001192444,0.00002109839,0.006046026,0.0003368734,0.00002541497,0.0004857222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.100067,"threshold_uncertainty_score":0.5292115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09133868623557434,"score_gpt":0.436067654571904,"score_spread":0.3447289683363297,"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."}}