{"id":"W4381435392","doi":"10.1016/j.ijer.2023.102205","title":"Benefits and limitations of partnerships amongst families, schools and universities: A systematic literature review","year":2023,"lang":"en","type":"article","venue":"International Journal of Educational Research","topic":"Parental Involvement in Education","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Beijing Normal University","keywords":"Extant taxon; Sociology; Systematic review; Perspective (graphical); Public relations; Power (physics); Pedagogy; Inequality; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003032601,0.00006603603,0.000167036,0.0007632861,0.0002082762,0.0001353721,0.0003936981,0.00004837737,0.00006309048],"category_scores_gemma":[0.007948865,0.00006185599,0.00005028856,0.0008531962,0.0002831263,0.0005869612,0.00007368123,0.0002573849,0.00001746271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003133625,"about_ca_system_score_gemma":0.001276893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000118812,"about_ca_topic_score_gemma":0.0002607658,"domain_scores_codex":[0.9974812,0.0004605505,0.0004095662,0.0001142834,0.001369582,0.000164799],"domain_scores_gemma":[0.9920595,0.00417211,0.0002769938,0.00008189768,0.003256436,0.0001530543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008293113,0.000652918,0.02649432,0.01303399,0.0005650442,0.00001264842,0.06442524,0.00003520796,0.0003960006,0.8109677,0.07990192,0.003432099],"study_design_scores_gemma":[0.001277035,0.0004022393,0.1583379,0.2677401,0.0002254991,0.0001518656,0.4826577,0.00008887146,0.0002074869,0.03723235,0.05111931,0.0005596094],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7922818,0.1044076,0.000003112233,0.0935773,0.001171638,0.0006696059,0.00007403261,0.000009164748,0.007805692],"genre_scores_gemma":[0.7137475,0.2836613,0.0001577478,0.0001083828,0.000298698,0.00001978206,0.00004428105,0.000005675842,0.001956602],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7737353,"threshold_uncertainty_score":0.9516108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3284972997766701,"score_gpt":0.4755008703976659,"score_spread":0.1470035706209957,"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."}}