{"id":"W4413487487","doi":"10.64628/aam.p9dxssmqr","title":"Teachers lack resources to meet classroom needs, and absences shouldn’t surprise us","year":2024,"lang":"en","type":"article","venue":"","topic":"Youth Substance Use and School Attendance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Winnipeg","funders":"","keywords":"Surprise; Computer science; Psychology; Mathematics education; Internet privacy; Social psychology","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":[0.0007727308,0.000136198,0.000163855,0.0001441223,0.0003424855,0.0004692204,0.0002592506,0.0001096227,0.0003721685],"category_scores_gemma":[0.00009481028,0.0001108161,0.00005350968,0.0007096886,0.0002110715,0.0004449773,0.00004827427,0.0001385042,0.0001796487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005748312,"about_ca_system_score_gemma":0.00009031066,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003788319,"about_ca_topic_score_gemma":0.03379793,"domain_scores_codex":[0.998529,0.0001146015,0.0001845473,0.0003310936,0.0004213163,0.0004193974],"domain_scores_gemma":[0.9993283,0.0001717385,0.00002115887,0.0001492959,0.00003693451,0.0002925574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003291497,0.00003272631,0.2028934,0.00004054893,0.00007012272,0.00006671137,0.4161588,0.00002973002,0.0003570221,0.08345659,0.2710225,0.02583892],"study_design_scores_gemma":[0.00008697723,0.00003758706,0.008605815,0.0000883981,0.00002043378,0.000001152941,0.08507702,0.00004643954,0.00004214777,0.003822226,0.9018822,0.0002895639],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8181994,0.002581706,0.00007913685,0.01107575,0.0003599065,0.0001679756,0.000006779142,0.0002959773,0.1672334],"genre_scores_gemma":[0.9701721,0.0003353089,0.0008017014,0.001161994,0.0003908961,0.00001329774,6.828642e-7,0.00001481886,0.02710918],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6308597,"threshold_uncertainty_score":0.9838327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03357672898719158,"score_gpt":0.3287304593624013,"score_spread":0.2951537303752098,"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."}}