{"id":"W4297014801","doi":"10.1080/10494820.2022.2121729","title":"Examining the key drivers of student acceptance of online labs","year":2022,"lang":"en","type":"article","venue":"Interactive Learning Environments","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; John Abbott College","funders":"","keywords":"Expectancy theory; Psychology; Unified theory of acceptance and use of technology; Variance (accounting); Social influence; Contrast (vision); Social psychology; Applied psychology; Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006012877,0.00008755077,0.0001601432,0.00006229427,0.0004488184,0.00001085343,0.0004221037,0.00002578214,0.001450027],"category_scores_gemma":[0.0001691158,0.00007786986,0.00006252855,0.0001629168,0.0002156634,0.0001492638,0.0003327723,0.0006119227,0.00001020328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001837878,"about_ca_system_score_gemma":0.00005808462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000127379,"about_ca_topic_score_gemma":0.00003639413,"domain_scores_codex":[0.9979814,0.0007596326,0.0002273336,0.0001904288,0.0006519252,0.0001893205],"domain_scores_gemma":[0.9990335,0.0003646141,0.0004119244,0.0001427286,0.00001502136,0.00003221778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001116973,0.0008117941,0.6880928,0.000009347689,0.0002554381,0.00001449461,0.1463944,0.04139877,0.01497468,0.0003231903,0.0002137499,0.1073997],"study_design_scores_gemma":[0.0003698792,0.0003193856,0.3219416,0.00002665222,0.00003302607,8.166694e-7,0.2383138,0.0001411626,0.0007030471,0.00002595442,0.4379963,0.0001284514],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944553,0.00006175553,0.00007586519,0.0004446612,0.000184413,0.0001345369,0.0000104128,0.00001375093,0.004619265],"genre_scores_gemma":[0.9955276,0.00006509373,0.0003404067,0.00005217585,0.00006086013,0.00001199292,0.00001071092,0.00001277454,0.003918427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4377826,"threshold_uncertainty_score":0.9994628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02805602521572117,"score_gpt":0.3310464275898956,"score_spread":0.3029904023741745,"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."}}