{"id":"W2598375194","doi":"10.5539/ass.v13n4p1","title":"Designing First-year Sociology Curricula and Practice","year":2017,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Innovative Teaching Methodologies in Social Sciences","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Office for Learning and Teaching; Australian Government","keywords":"Bachelor; Curriculum; Sociology; Sociology of Education; Pedagogy; Engineering ethics; Mathematics education; Psychology; Political science; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.0211699,0.0001488652,0.0002352018,0.00009045021,0.03056083,0.0009221488,0.002062907,0.0001969945,0.00005423314],"category_scores_gemma":[0.05144711,0.0001420535,0.00005436454,0.0005255902,0.03515427,0.002374982,0.0005941968,0.0003770716,0.00002898071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000311424,"about_ca_system_score_gemma":0.0004921379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001264013,"about_ca_topic_score_gemma":0.0001766022,"domain_scores_codex":[0.9961135,0.001222777,0.0002177222,0.0005891736,0.0009614144,0.0008954505],"domain_scores_gemma":[0.9973217,0.001284146,0.0005069763,0.0002975827,0.0004161518,0.0001734535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000008612852,0.00001924753,0.006945874,0.000002111868,0.000004671193,0.000006074676,0.1024665,4.436231e-8,0.0004893994,0.7788221,0.0006033231,0.110632],"study_design_scores_gemma":[0.0004192916,0.0001112472,0.2963243,0.0000372092,0.00003556631,0.000007515024,0.3516259,0.000003294404,0.0002156888,0.2452628,0.1052294,0.0007278415],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01241069,0.00004353593,0.00410426,0.03319885,0.001221278,0.0002526283,0.000002054347,0.0001386986,0.948628],"genre_scores_gemma":[0.9483911,0.00005099086,0.04991753,0.0004915448,0.0008212019,0.00001369112,2.325839e-7,0.000007825247,0.0003058305],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9483222,"threshold_uncertainty_score":0.9707013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1501941182631436,"score_gpt":0.4788646439077278,"score_spread":0.3286705256445842,"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."}}