{"id":"W3048682210","doi":"10.5334/jime.597","title":"Book Review – 2020","year":2020,"lang":"en","type":"article","venue":"Journal of Interactive Media in Education","topic":"Educational Innovations and Challenges","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thompson Rivers University","funders":"","keywords":"Social media; Sociology; Creativity; Library science; Media studies; State (computer science); Political science; World Wide Web; Computer science; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.0002166104,0.00006477732,0.0001483995,0.0001062788,0.00001474866,0.00002897379,0.0003876328,0.00001913477,0.0002494493],"category_scores_gemma":[0.0004768435,0.00005500166,0.00004756735,0.0004582073,0.00001199388,0.0009887072,0.00003018617,0.0002527518,0.00002926768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009889682,"about_ca_system_score_gemma":0.0005817906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001425878,"about_ca_topic_score_gemma":0.000001086072,"domain_scores_codex":[0.99915,0.00006228051,0.00041904,0.0001021623,0.0001974082,0.00006904468],"domain_scores_gemma":[0.9986054,0.0002116118,0.000401145,0.0001016779,0.0006011644,0.00007900458],"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":[0.000007394067,0.0002930843,0.0001212089,0.0001003698,0.00001430733,0.000004118893,0.005514564,0.00000480001,0.0001875723,0.003041598,0.9356759,0.05503513],"study_design_scores_gemma":[0.0002555305,0.0001995275,0.01801174,0.002373896,0.00001568904,0.0001285749,0.003120608,0.0002969171,0.001019976,0.001343675,0.9730481,0.0001857803],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01070993,0.3402062,0.00796725,0.6359128,0.00392584,0.0001607593,8.75467e-7,0.00001105429,0.001105296],"genre_scores_gemma":[0.4391026,0.1907742,0.03617563,0.3289368,0.004622615,0.00006853993,0.00001453539,0.00002560463,0.0002794271],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.4283927,"threshold_uncertainty_score":0.2731295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02751467112852607,"score_gpt":0.3375098662056469,"score_spread":0.3099951950771208,"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."}}