{"id":"W1602942488","doi":"10.19173/irrodl.v8i2.436","title":"Book Review – Control and Constraint in e-Learning: Choosing when to choose","year":2007,"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":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Computer science; Constraint (computer-aided design); Control (management); Mathematics education; Multimedia; Artificial intelligence; Psychology; Mathematics","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":[0.001110263,0.0006197093,0.001434942,0.002000506,0.0004843481,0.002168523,0.00105229,0.00211553,0.03241244],"category_scores_gemma":[0.008672672,0.0002950978,0.000499238,0.003415721,0.000647485,0.002634953,0.0006136309,0.002229011,0.01402883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001438867,"about_ca_system_score_gemma":0.002285515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002541527,"about_ca_topic_score_gemma":0.006420895,"domain_scores_codex":[0.9984834,0.0002678616,0.00009388311,0.0001313628,0.0009648385,0.0000587231],"domain_scores_gemma":[0.9922312,0.003608018,0.0004927512,0.0001447984,0.003214485,0.0003087257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001968359,0.00001676008,0.00004972201,0.001270982,0.00001927334,0.00004393236,0.0000262613,0.0001213407,0.0001522343,0.002155556,0.8709809,0.1251435],"study_design_scores_gemma":[0.00001167609,0.00003284038,0.0002583741,0.001310664,0.00002418297,0.0003332697,0.00002959914,0.00007972479,0.0001267642,0.00133362,0.996449,0.0000102567],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004257995,0.9002168,0.001834157,0.02510877,0.0253225,0.00005984658,0.0001714346,0.0001010453,0.04675965],"genre_scores_gemma":[0.008122995,0.8121796,0.002350797,0.02321673,0.02908839,0.0001466683,0.0005368989,0.0001915203,0.1241664],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03241244,"threshold_uncertainty_score":0.1084304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05414631646064529,"score_gpt":0.4619369415804166,"score_spread":0.4077906251197714,"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."}}