{"id":"W4246117597","doi":"10.5038/2375-9615.1.1.1004","title":"Painting a picture: Understanding our student parent profile on campus","year":2018,"lang":"en","type":"article","venue":"International Interdisciplinary Business Economics Advancement Journal","topic":"Parental Involvement in Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Psychology; University campus; Population; Telephone survey; Information needs; Pedagogy; Medical education; Sociology; Library science; Computer science; Medicine; Marketing; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0009601559,0.0002430453,0.00020659,0.0003441357,0.001413706,0.0005892892,0.0007868399,0.00007341587,0.0007633247],"category_scores_gemma":[0.0000931184,0.0002440861,0.0001158669,0.0001804118,0.0001753634,0.000966063,0.0004498983,0.0002638524,0.0001605738],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004314544,"about_ca_system_score_gemma":0.0002509165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002610953,"about_ca_topic_score_gemma":0.0005611437,"domain_scores_codex":[0.997889,0.0001087983,0.0006747114,0.0003977864,0.0004583662,0.0004712826],"domain_scores_gemma":[0.9984118,0.00006656272,0.0006610819,0.0001969577,0.0004780929,0.0001854473],"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":[0.001854873,0.007768888,0.08617242,0.00007979233,0.002106188,0.0001427382,0.1599007,0.01657152,0.00188047,0.635058,0.04604529,0.04241915],"study_design_scores_gemma":[0.003893717,0.001115744,0.0413742,0.001603808,0.0001306976,0.0001393278,0.5590783,0.005004832,0.001242512,0.1474373,0.236916,0.002063551],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8269017,0.00006827238,0.03030125,0.04101986,0.03708599,0.0007204248,0.0000614507,0.0001057585,0.0637353],"genre_scores_gemma":[0.9911948,0.0003799238,0.0008271357,0.0004996393,0.005609831,0.00003760782,0.0000591962,0.00003028349,0.001361553],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4876207,"threshold_uncertainty_score":0.9998863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08891963894166068,"score_gpt":0.4124691479896438,"score_spread":0.3235495090479832,"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."}}