{"id":"W1997457197","doi":"10.5539/ass.v7n9p255","title":"An Exploration on the “Positioning” of Tutors in Undergraduate Tutorial System","year":2011,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Innovative Educational Techniques","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tutorial system; Incentive; Computer science; Order (exchange); Key (lock); Position (finance); Engineering management; Mathematics education; Psychology; Engineering; Business; Operating system","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004894176,0.0002420754,0.0002225852,0.0008633634,0.002559999,0.00353924,0.0009345991,0.001167444,0.004693736],"category_scores_gemma":[0.01762829,0.0002250519,0.0001666283,0.0009664536,0.001624349,0.004656617,0.001574423,0.0007353069,0.0006477612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002708553,"about_ca_system_score_gemma":0.002700127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003188633,"about_ca_topic_score_gemma":0.004470139,"domain_scores_codex":[0.9921152,0.005544025,0.0002286259,0.0005853297,0.0007884025,0.0007384626],"domain_scores_gemma":[0.990831,0.00376298,0.001035222,0.0004819155,0.00205355,0.001835392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005875484,0.0004658026,0.2261052,0.0005319982,0.00004598968,0.001649495,0.1675016,0.002152391,0.01268854,0.1629218,0.01247559,0.4128741],"study_design_scores_gemma":[0.0001535289,0.001639513,0.3489319,0.0007765292,0.0001676988,0.00254123,0.351198,0.02149547,0.01299252,0.06749805,0.1923479,0.0002575708],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8217594,0.001573786,0.07168441,0.01360948,0.0003774282,0.000128197,0.00007131456,0.0003792284,0.09041676],"genre_scores_gemma":[0.9920046,0.0001370692,0.004795211,0.0001922966,0.00001927002,0.00001437475,0.00001479056,0.0000206257,0.002801826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004894176,"threshold_uncertainty_score":0.0258832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08557394764468972,"score_gpt":0.3720841737764798,"score_spread":0.2865102261317901,"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."}}