{"id":"W4382564936","doi":"10.1007/978-3-031-31646-3_19","title":"RECIPE, an Innovative Model for Instructional Technology Task Design Via Interactive Media","year":2023,"lang":"en","type":"book-chapter","venue":"Knowledge studies in higher education","topic":"Online Learning and Analytics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Computer science; Task (project management); Blended learning; Multimedia; Reflection (computer programming); Instructional design; Digital media; Educational technology; Interactive Learning; Mathematics education; Engineering; Psychology; World Wide Web","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003339165,0.0003532685,0.0004684028,0.001579994,0.0001564901,0.00003674653,0.0006406086,0.0003477171,0.000007668519],"category_scores_gemma":[0.0002571081,0.0003548973,0.00006279745,0.0008651715,0.0002535994,0.0003084196,0.0003363811,0.0006289331,0.00007523975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005110516,"about_ca_system_score_gemma":0.000776112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001584688,"about_ca_topic_score_gemma":0.00003595901,"domain_scores_codex":[0.9982916,0.00004513158,0.000487249,0.0007439125,0.0001716405,0.00026044],"domain_scores_gemma":[0.9969143,0.000505066,0.0003409996,0.0004684942,0.001725677,0.0000454859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001756761,0.0001315818,0.00001650087,0.0000769394,0.0002019042,0.000001418698,0.01041334,0.0007089616,0.000009102246,0.8957035,0.005987982,0.08673122],"study_design_scores_gemma":[0.0002581823,0.0001466216,0.00006293055,0.00046721,0.00003717018,0.000005051917,0.0003455623,0.07814705,0.00001122082,0.8945245,0.02553055,0.0004639222],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.0005119927,0.011642,0.6518551,0.0372386,0.07707882,0.004471515,0.0001845934,0.00296022,0.2140572],"genre_scores_gemma":[0.03856258,0.0004656347,0.1690241,0.0001431597,0.002351947,0.0006356176,0.0002018117,0.0001358335,0.7884793],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5744221,"threshold_uncertainty_score":0.9998903,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.166173301813955,"score_gpt":0.4033448585860546,"score_spread":0.2371715567720996,"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."}}