{"id":"W4399870549","doi":"10.23977/acss.2024.080110","title":"Innovative Design of Integrated Experimental Teaching under the Guidance of Learning Outcomes","year":2024,"lang":"en","type":"article","venue":"Advances in Computer Signals and Systems","topic":"Innovative Educational Techniques","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Computer science; Engineering management; Engineering; Psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.002002459,0.00008702614,0.0002030027,0.0001190944,0.0001225483,0.00005464946,0.0001669671,0.00003656651,0.000005850304],"category_scores_gemma":[0.00006916315,0.00005765069,0.00001933837,0.0005297535,0.0002588913,0.0003051199,0.00003679571,0.0001803934,3.893361e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006671017,"about_ca_system_score_gemma":0.0001136907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004172949,"about_ca_topic_score_gemma":0.000007692226,"domain_scores_codex":[0.9985198,0.0006232378,0.0003694864,0.0001527408,0.000219373,0.0001153133],"domain_scores_gemma":[0.9986131,0.0009784939,0.0001477261,0.00006511966,0.0001843946,0.0000111676],"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":[0.000009991325,0.00006782255,0.01380086,0.00009880371,0.00005095431,0.000001795098,0.0343367,0.01283111,0.005334231,0.9196103,0.0002040675,0.01365343],"study_design_scores_gemma":[0.001396714,0.002317567,0.02185919,0.01451227,0.00004223457,0.000023986,0.4304743,0.2481074,0.05513933,0.07798203,0.1459068,0.002238159],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1167988,0.01728912,0.8623048,0.0002744058,0.0008991021,0.0004534951,0.000003714409,0.00006274676,0.001913814],"genre_scores_gemma":[0.9929741,0.00007828439,0.006672847,0.00003395354,0.00009046283,0.0000350642,0.000001241849,0.000006490434,0.0001075535],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8761753,"threshold_uncertainty_score":0.2350927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05192079720257765,"score_gpt":0.4011515737049344,"score_spread":0.3492307765023567,"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."}}