{"id":"W4381956067","doi":"10.2139/ssrn.4487496","title":"Implementation Matters: Generalizing Treatment Effects in Education","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"School Choice and Performance","field":"Social Sciences","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"Impact","funders":"","keywords":"Mathematics education; Psychology; Political science","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":[0.142688,0.005591439,0.009769815,0.005909853,0.004222876,0.007828226,0.008611842,0.01617896,0.1123118],"category_scores_gemma":[0.3195719,0.001988197,0.02059186,0.006205208,0.01572496,0.0154813,0.008507581,0.01663573,0.00427306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004452427,"about_ca_system_score_gemma":0.008082296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02648228,"about_ca_topic_score_gemma":0.01344857,"domain_scores_codex":[0.7518922,0.2007754,0.00813083,0.02147722,0.01081696,0.006907452],"domain_scores_gemma":[0.4931282,0.4563936,0.01317536,0.02748332,0.006168976,0.003650558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.03803815,0.0105734,0.1568988,0.01264893,0.07303544,0.003330252,0.01301148,0.01779287,0.002732902,0.3211487,0.0560967,0.2946925],"study_design_scores_gemma":[0.02069363,0.0148668,0.2144077,0.004534336,0.06270345,0.0009198998,0.01382682,0.06168744,0.005846057,0.552748,0.04711028,0.0006556239],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4015686,0.0313703,0.2874098,0.09087524,0.0173966,0.01442895,0.009535161,0.003672556,0.1437427],"genre_scores_gemma":[0.90939,0.001949906,0.04116672,0.0165198,0.003243442,0.004551782,0.001516289,0.0009423466,0.02071964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.142688,"threshold_uncertainty_score":0.7546155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01750873803381175,"score_gpt":0.3682284339217088,"score_spread":0.3507196958878971,"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."}}