{"id":"W2535607921","doi":"10.1201/b10716","title":"Applied Concept Mapping","year":2011,"lang":"en","type":"book","venue":"","topic":"Educational Technology and Assessment","field":"Computer Science","cited_by":131,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003247437,0.001428863,0.000772993,0.004071632,0.002153056,0.007769725,0.003064084,0.00197504,0.09316133],"category_scores_gemma":[0.009256658,0.0005886652,0.001398486,0.00561921,0.002975439,0.01040215,0.00602956,0.003210532,0.02689327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003110512,"about_ca_system_score_gemma":0.004003117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001322309,"about_ca_topic_score_gemma":0.001776372,"domain_scores_codex":[0.9964168,0.001298395,0.0002497801,0.0005938855,0.001295971,0.0001451997],"domain_scores_gemma":[0.9965085,0.001629036,0.000102193,0.0008184696,0.0008022973,0.0001394073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002415849,0.00003484796,0.0001382045,0.0008208395,0.00002307394,0.0001769615,0.002514141,0.0008392381,0.0007162822,0.5005206,0.1229252,0.3712664],"study_design_scores_gemma":[0.000006923791,0.00001212723,0.0001086352,0.0002683928,0.00000619273,0.0004143406,0.0005616782,0.0009848608,0.0004731226,0.1191485,0.878002,0.00001316466],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.001744972,0.0073896,0.3565778,0.003851925,0.002138418,0.001131532,0.001138488,0.001901704,0.6241256],"genre_scores_gemma":[0.03353173,0.01158507,0.4629115,0.002445749,0.0006104637,0.001758822,0.002943717,0.00124683,0.4829662],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.09316133,"threshold_uncertainty_score":0.3116557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03425326559189117,"score_gpt":0.2548147929858596,"score_spread":0.2205615273939684,"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."}}