{"id":"W2137318615","doi":"10.5267/j.msl.2011.12.018","title":"The impacts of formative system on the landslides of Iran","year":2012,"lang":"en","type":"article","venue":"Management Science Letters","topic":"Problem Solving Skills Development","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Landslide; Formative assessment; Computer science; Business; Geology; Psychology; Geomorphology; Mathematics education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003933702,0.00008545372,0.0001115526,0.0001121025,0.0009855141,0.0000129218,0.0006798421,0.00001660294,0.00001099023],"category_scores_gemma":[0.0001163092,0.00004022969,0.00002984925,0.0004937829,0.0003386985,0.0002184982,0.0002922571,0.0001400877,0.00007854428],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002219241,"about_ca_system_score_gemma":0.00001554758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004209606,"about_ca_topic_score_gemma":0.000007839372,"domain_scores_codex":[0.998203,0.0001746978,0.0003596768,0.000107554,0.000593038,0.000562068],"domain_scores_gemma":[0.9986436,0.0005295486,0.0003329464,0.0004142293,0.00002461422,0.00005506852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005416733,0.00008785667,0.6118163,0.001368362,0.0001281749,0.000001733004,0.05890173,0.00008055525,0.005748194,0.2682824,0.0506314,0.002899106],"study_design_scores_gemma":[0.00043867,0.0000458797,0.9609063,0.001279689,0.00002578225,5.136366e-7,0.02983141,0.000129123,0.002704864,0.0001525305,0.004334891,0.0001503521],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9599964,0.00002868308,0.0006249502,0.01480776,0.0008433072,0.001052132,0.000002791876,0.00003510621,0.0226089],"genre_scores_gemma":[0.9964849,0.00001173117,0.0003634734,0.002938518,0.00002625488,0.00006883468,3.919832e-7,0.000005136375,0.0001008132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.34909,"threshold_uncertainty_score":0.7579877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03695221193935472,"score_gpt":0.3400463781496287,"score_spread":0.303094166210274,"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."}}