{"id":"W2150851841","doi":"10.1108/00907320710774300","title":"From paper to electronic, the evolution of pathfinders: a review of the literature","year":2007,"lang":"en","type":"review","venue":"Reference Services Review","topic":"Educational Games and Gamification","field":"Psychology","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Originality; Computer science; Value (mathematics); World Wide Web; Knowledge management; Psychology; Creativity","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":[0.001279021,0.0004130611,0.001731221,0.00007458967,0.00005151049,0.00001550517,0.001625643,0.0003098486,0.001273716],"category_scores_gemma":[0.00008232486,0.0001994235,0.0006942778,0.001788426,0.00005150787,0.00007333583,0.0001262979,0.0007054724,0.0002693911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002053953,"about_ca_system_score_gemma":0.0004841608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004248975,"about_ca_topic_score_gemma":0.0001066196,"domain_scores_codex":[0.9962308,0.0009465883,0.001489596,0.000539957,0.000465408,0.0003276861],"domain_scores_gemma":[0.9953862,0.0003475589,0.001704475,0.002023808,0.0004733205,0.00006463235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001787455,0.00005258574,0.000002137119,0.3319338,0.000123657,1.366726e-7,0.0003542226,1.065829e-8,3.202021e-7,0.007299103,0.002356584,0.6578757],"study_design_scores_gemma":[0.00001706708,0.00001746514,0.00009927454,0.4247131,0.0007476249,0.000006222452,0.00006779149,2.011986e-8,6.340581e-8,0.0002007107,0.5740229,0.0001077526],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002002241,0.9917027,0.000007952869,0.001542836,0.0003325123,0.00265309,0.0002161198,0.00001133862,0.00353143],"genre_scores_gemma":[0.00001460707,0.9933826,0.00003638265,0.004702485,0.0002168057,0.0004008154,0.0004829404,0.00003299902,0.0007303209],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.657768,"threshold_uncertainty_score":0.9996393,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0464699099909326,"score_gpt":0.3946334016620571,"score_spread":0.3481634916711245,"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."}}