{"id":"W2278064026","doi":"10.14705/rpnet.2015.000317","title":"Set super-chicken to 3! Student and teacher perceptions of Spaceteam ESL","year":2015,"lang":"en","type":"article","venue":"","topic":"EFL/ESL Teaching and Learning","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Perception; Set (abstract data type); Computer science; Mathematics education; Pedagogy; Psychology; Programming language","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009236003,0.0002113454,0.0002660801,0.0004887739,0.0009988829,0.002285099,0.0003699166,0.0005476003,0.01253774],"category_scores_gemma":[0.00472246,0.0001658266,0.0002396483,0.0001864454,0.0007777245,0.001127529,0.001395475,0.0009226424,0.001248082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000520992,"about_ca_system_score_gemma":0.0004296698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00356487,"about_ca_topic_score_gemma":0.006423938,"domain_scores_codex":[0.9992025,0.0003438775,0.00004288026,0.00008872168,0.0001826372,0.0001393421],"domain_scores_gemma":[0.9962958,0.001110337,0.0006972907,0.0001017555,0.0004922608,0.001302611],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005395618,0.002893195,0.5272542,0.0003134066,0.00004501761,0.001132752,0.3907009,0.0002840738,0.008333486,0.002263661,0.006405152,0.05983462],"study_design_scores_gemma":[0.00003811391,0.001675803,0.4092064,0.0001459902,0.00003049831,0.000499222,0.5626934,0.001293394,0.00132332,0.0005199436,0.02250303,0.00007091421],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996714,0.00001761138,0.0001159741,0.0001100367,0.000004866857,0.000008567258,0.00001504368,0.00001221949,0.003001729],"genre_scores_gemma":[0.9966275,0.00003760498,0.0001581812,0.00006105418,0.000003131402,0.00001973129,0.00002546665,0.000008411975,0.003058966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01253774,"threshold_uncertainty_score":0.04194295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0716427172294256,"score_gpt":0.3152620458244195,"score_spread":0.2436193285949939,"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."}}