{"id":"W6963993588","doi":"10.25335/f26k-8r50","title":"A survey of short course programs in the United States and Canada","year":2024,"lang":"en","type":"article","venue":"Michigan State University Libraries","topic":"Diverse Education and Engineering Focus","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Course (navigation); Short course; Government (linguistics); Work (physics)","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":[0.0008004244,0.0002123939,0.0003803239,0.003349997,0.003726981,0.00215873,0.001309978,0.0006423249,0.007941382],"category_scores_gemma":[0.003733749,0.0002882451,0.000247095,0.01055259,0.0009068521,0.0008038178,0.001360752,0.0007538487,0.0007854013],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02181111,"about_ca_system_score_gemma":0.06301747,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9838151,"about_ca_topic_score_gemma":0.9945569,"domain_scores_codex":[0.9978569,0.0001579436,0.0001236893,0.0001937775,0.0008639746,0.0008037139],"domain_scores_gemma":[0.9869812,0.0007456283,0.001401952,0.0001160848,0.004804018,0.005951051],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001155206,0.0001466327,0.9432801,0.0002287286,0.00003928915,0.000199568,0.008636979,0.00008206824,0.0004913638,0.0007035408,0.01761725,0.02845893],"study_design_scores_gemma":[0.000003899726,0.00002920616,0.9686593,0.00007823611,0.000008497435,0.00005968293,0.01708918,0.00006066126,0.00007376201,0.00002442888,0.0139028,0.00001023945],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.961583,0.001931081,0.0001452153,0.002980682,0.00004517787,0.0001418998,0.01135487,0.00004650274,0.02177153],"genre_scores_gemma":[0.9736277,0.003608856,0.0002808012,0.002527629,0.00002792891,0.00009191776,0.004274133,0.0000369344,0.01552399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9781889,"threshold_uncertainty_score":0.1582515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02714293256394632,"score_gpt":0.2234467606892079,"score_spread":0.1963038281252616,"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."}}