{"id":"W2054858212","doi":"10.1007/s10984-012-9105-7","title":"Results of innovative and supportive learning programs for homeless children and adults","year":2012,"lang":"en","type":"article","venue":"Learning Environments Research","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"McGill University","keywords":"Spelling; Psychology; Vocabulary; Rubric; Medical education; Fluency; Literacy; Perception; Sociology of Education; Mathematics education; Pedagogy; Medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003913145,0.0006187517,0.0008150265,0.001159563,0.001666189,0.0007758711,0.001160222,0.001110813,0.004595152],"category_scores_gemma":[0.01008553,0.0002734585,0.001278652,0.0008071196,0.0006678244,0.0009363631,0.001931642,0.001022202,0.0003710222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001015462,"about_ca_system_score_gemma":0.003533129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005063689,"about_ca_topic_score_gemma":0.01062503,"domain_scores_codex":[0.9979255,0.001000762,0.0001812188,0.0001836674,0.0002861517,0.0004227785],"domain_scores_gemma":[0.9923697,0.003553237,0.0005432089,0.000550726,0.0009004582,0.002082594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.02733183,0.1728567,0.1359814,0.001919626,0.0005476614,0.001049744,0.02392648,0.001124013,0.003111825,0.0005841576,0.003099119,0.6284674],"study_design_scores_gemma":[0.008941046,0.1500048,0.7897319,0.0006368387,0.001747387,0.0006836159,0.02825827,0.0005596398,0.00770512,0.0006971396,0.01089472,0.0001395383],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996155,0.0002424455,0.00009891277,0.000117509,0.00002158128,0.0005429518,0.0002426827,0.00002745004,0.00255138],"genre_scores_gemma":[0.9954181,0.0004868472,0.001051304,0.0001091835,0.00003187812,0.0006140074,0.0003502788,0.00001173466,0.001926706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005063689,"threshold_uncertainty_score":0.02069497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08374523148234207,"score_gpt":0.454925467782191,"score_spread":0.3711802362998489,"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."}}