{"id":"W4253752105","doi":"10.5040/9781350031869","title":"Understanding Experiences of First Generation University Students","year":2018,"lang":"en","type":"book","venue":"Bloomsbury Publishing Plc eBooks","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Intersectionality; Pedagogy; Ethnic group; Indigenous; Participatory action research; Higher education; Diversity (politics); Grandparent; Sociology; Political science; Narrative; Public relations; Gender studies; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001708924,0.0002165273,0.0003464264,0.0003778171,0.001186964,0.001279832,0.001181375,0.0003861389,0.0003705623],"category_scores_gemma":[0.0003004796,0.0002425118,0.0001415517,0.0001308373,0.0006754036,0.0009396769,0.0001637184,0.0002770806,0.00001664342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00108843,"about_ca_system_score_gemma":0.001716467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001580845,"about_ca_topic_score_gemma":0.004501902,"domain_scores_codex":[0.9974374,0.0002848155,0.0003907295,0.0004047586,0.001134548,0.0003477069],"domain_scores_gemma":[0.9982489,0.0002172679,0.0006289202,0.0003559543,0.0003398515,0.0002091558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005493362,0.00002911904,0.000928367,0.00005563574,0.00007515338,0.0000045869,0.3217005,5.243883e-7,0.00000266217,0.1401441,0.5369613,0.00009250479],"study_design_scores_gemma":[0.0001832241,0.00002931068,0.00001371474,0.0002027065,0.00003836201,9.873769e-7,0.1515304,0.000002182852,0.000009603724,0.001223701,0.8465321,0.0002337278],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02171783,0.0001080939,0.0001448794,0.0002902732,0.002758665,0.0004378704,0.00002948505,0.0001016216,0.9744113],"genre_scores_gemma":[0.1250495,0.00004635982,0.00007748672,0.00007884517,0.003618496,0.000008031298,0.00004846104,0.00002812474,0.8710447],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3095708,"threshold_uncertainty_score":0.9997569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1726781554764587,"score_gpt":0.3315261715130392,"score_spread":0.1588480160365805,"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."}}