{"id":"W1960346814","doi":"10.19173/irrodl.v4i2.149","title":"Getting the Mix Right Again: An Updated and Theoretical Rationale for Interaction","year":2003,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":805,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Context (archaeology); Distance education; Curriculum; Sociology; Process (computing); Professional development; Public relations; Pedagogy; Psychology; Political science; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01247754,0.00005958157,0.0001258383,0.00005329888,0.0006828419,0.0002561454,0.0004599276,0.00003418568,0.0004364004],"category_scores_gemma":[0.005674462,0.00003568846,0.00002755537,0.000264802,0.0004560676,0.0003109136,0.0001356097,0.0004675266,0.000002064837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005519154,"about_ca_system_score_gemma":0.0002372678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001599528,"about_ca_topic_score_gemma":0.000109387,"domain_scores_codex":[0.9972309,0.001711288,0.0002415444,0.0001722847,0.0004460724,0.0001979085],"domain_scores_gemma":[0.9975976,0.00178537,0.0001041365,0.00009392251,0.0003639665,0.00005496534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005586469,0.00005350518,0.002808147,0.0001016988,0.00002160109,0.000001675599,0.0006945436,0.00004165171,0.00004648561,0.9663697,0.001387659,0.0284175],"study_design_scores_gemma":[0.0004387934,0.00007738613,0.0006130337,0.001203345,0.00001067475,0.00000737178,0.02206935,0.002727356,0.0000736708,0.02833718,0.9443567,0.00008513054],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6002268,0.01497168,0.002839962,0.2666021,0.0004439312,0.005410039,0.000111969,0.00005005816,0.1093434],"genre_scores_gemma":[0.9916016,0.00685022,0.0005072925,0.0002730439,0.000102333,0.0000682498,0.0001981058,0.000006189412,0.0003929129],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.942969,"threshold_uncertainty_score":0.6793271,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07263026329126561,"score_gpt":0.4743795440810004,"score_spread":0.4017492807897348,"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."}}