{"id":"W4405832995","doi":"10.1080/01494929.2024.2326996","title":"What Are Students Reading? An Exploratory Study of Bookstore Acquisitions for Introductory Family Science Courses","year":2024,"lang":"en","type":"article","venue":"Marriage & Family Review","topic":"Architecture, Design, and Social History","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Context (archaeology); Relevance (law); Reading (process); Exploratory research; Inclusion (mineral); Psychology; Mathematics education; Pedagogy; Medical education; Sociology; Social science; Political science; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003890977,0.0002026312,0.0006519675,0.0024446,0.00291114,0.005463457,0.0008909077,0.0006829746,0.003156287],"category_scores_gemma":[0.02740858,0.0003666049,0.0001987313,0.003300977,0.001162127,0.002299275,0.001921969,0.001450687,0.000585569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002230809,"about_ca_system_score_gemma":0.002750884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005037707,"about_ca_topic_score_gemma":0.02229854,"domain_scores_codex":[0.9967258,0.001552198,0.0002288466,0.0003164402,0.0007789184,0.0003977573],"domain_scores_gemma":[0.9800279,0.013367,0.002926499,0.0004304555,0.001797832,0.00145027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001003528,0.0007260833,0.2091512,0.0003079545,0.00002858248,0.001488446,0.7154209,0.00005501572,0.001849926,0.001258248,0.001725373,0.06788782],"study_design_scores_gemma":[0.000006045477,0.0003436718,0.2277766,0.0001413933,0.00001605282,0.0003201614,0.7568832,0.00007254285,0.0005456922,0.0002592447,0.01361426,0.0000210553],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967218,0.0002546539,0.00009982284,0.0002486974,0.000007470993,0.00002782209,0.00004703279,0.000004230655,0.002588418],"genre_scores_gemma":[0.9958055,0.0005411697,0.0002708201,0.0001814774,0.00001536135,0.00004886643,0.00008750684,0.00001123466,0.003037985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005463457,"threshold_uncertainty_score":0.02057767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07219675425336047,"score_gpt":0.3348116860594545,"score_spread":0.2626149318060941,"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."}}