{"id":"W4312208341","doi":"10.55667/ijede.2022.v37.i2.1233","title":"Trust the Process","year":2022,"lang":"en","type":"article","venue":"International journal of e-learning & distance education","topic":"Educational Leadership and Innovation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Process (computing); Process management; Computer science; Business; Programming language","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04010487,0.001169893,0.0009841983,0.002035388,0.01257382,0.02490924,0.002609095,0.008000746,0.01959418],"category_scores_gemma":[0.1358949,0.0007905109,0.0009446488,0.001322522,0.03282749,0.02799755,0.01836435,0.01579019,0.01002849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009661494,"about_ca_system_score_gemma":0.02376162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00727935,"about_ca_topic_score_gemma":0.003449956,"domain_scores_codex":[0.9196064,0.04882767,0.002984731,0.007510197,0.01491615,0.006154885],"domain_scores_gemma":[0.8864474,0.04361156,0.008536734,0.02250432,0.02459062,0.01430935],"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":[0.0001758908,0.0002167882,0.005809496,0.0003301465,0.0001266778,0.001559976,0.2448438,0.0006248837,0.001515325,0.586979,0.0643757,0.09344223],"study_design_scores_gemma":[0.00004005439,0.00009949206,0.0008752951,0.0006963689,0.00004503152,0.0007358012,0.06820054,0.001091944,0.0006947722,0.2748776,0.6525572,0.00008597718],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05243307,0.004719534,0.1535237,0.3117215,0.006298109,0.001027676,0.0001916593,0.001057432,0.4690273],"genre_scores_gemma":[0.8607185,0.00188222,0.01279058,0.02601665,0.001087417,0.0005575062,0.0001637394,0.0006561331,0.09612723],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04010487,"threshold_uncertainty_score":0.2120973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02024119891969952,"score_gpt":0.3624701460929391,"score_spread":0.3422289471732396,"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."}}