{"id":"W2142152293","doi":"10.5539/hes.v4n1p75","title":"The Practice Teaching Platform and System for Innovating Talents and Performing Research","year":2014,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Education and Work Dynamics","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Teaching method; Higher education; Engineering management; Computer science; Engineering; Engineering ethics; Psychology; Political science","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":[0.003605218,0.0003471821,0.0002458521,0.001760472,0.001924383,0.004329123,0.001072858,0.001270851,0.01099469],"category_scores_gemma":[0.00647877,0.0002601413,0.0003894451,0.001065221,0.002841372,0.003857146,0.004036584,0.001015793,0.003061223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002030584,"about_ca_system_score_gemma":0.007446875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009183007,"about_ca_topic_score_gemma":0.001232396,"domain_scores_codex":[0.996454,0.001525698,0.0002259998,0.0004706832,0.0009416999,0.0003818618],"domain_scores_gemma":[0.9935648,0.001550872,0.0005897346,0.001212133,0.001192612,0.001889925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001489472,0.001235972,0.03079646,0.0007102223,0.00003623116,0.000826096,0.02097076,0.002385197,0.0174898,0.3418753,0.01681976,0.5667052],"study_design_scores_gemma":[0.0002882222,0.002531186,0.07158901,0.001232128,0.0001224208,0.005046993,0.02334389,0.02650832,0.01818038,0.2502611,0.6006162,0.0002801038],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2889228,0.0009049975,0.3479322,0.01450754,0.0004866559,0.001374932,0.0002236886,0.002831878,0.3428154],"genre_scores_gemma":[0.835566,0.0005609849,0.1182372,0.0004820301,0.0002220903,0.0006027623,0.0001342811,0.0001696633,0.04402491],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01099469,"threshold_uncertainty_score":0.03678083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1445619469454191,"score_gpt":0.5194452492447927,"score_spread":0.3748833022993736,"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."}}