{"id":"W3193989235","doi":"10.24036/apb.v4i1.4848","title":"Validity of High Order Thinking Skills (HOTS) Oriented Student Worksheet (LKPD) on Structure and Function of Plant Tissue Material for Class VIII Junior High School","year":2019,"lang":"en","type":"article","venue":"Jurnal Atrium Pendidikan Biologi","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Tellabs (Canada)","funders":"","keywords":"Worksheet; Mathematics education; Class (philosophy); Higher-order thinking; Function (biology); Curriculum; Process (computing); Engineering; Psychology; Mathematics; Computer science; Pedagogy; Teaching method; Artificial intelligence; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003889131,0.0002856843,0.0002390268,0.000850065,0.0006231751,0.0009520457,0.0003698831,0.0002851893,0.003160357],"category_scores_gemma":[0.01717352,0.000175012,0.0005770001,0.0004239323,0.0006145464,0.000535315,0.001242552,0.000601236,0.0004892703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007527999,"about_ca_system_score_gemma":0.001830924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001171532,"about_ca_topic_score_gemma":0.002571219,"domain_scores_codex":[0.9965377,0.0007087807,0.0003382537,0.0003008052,0.00185611,0.0002584688],"domain_scores_gemma":[0.9889306,0.004139902,0.002304561,0.0008848165,0.002820692,0.0009193755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000210927,0.001151217,0.8581843,0.0003954286,0.00007573058,0.0001493248,0.01193331,0.0004747775,0.004761585,0.001319414,0.001571389,0.1197726],"study_design_scores_gemma":[0.00003389832,0.0006934165,0.9800448,0.000240136,0.00003782035,0.0001809498,0.007217797,0.0008732469,0.004082912,0.001372953,0.005197242,0.00002491851],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990918,0.00007437545,0.001398252,0.0001447585,0.00002860282,0.0001859515,0.0001188503,0.00001960701,0.007111677],"genre_scores_gemma":[0.9957566,0.00008804313,0.00220439,0.00004309868,0.000006393376,0.0002137785,0.0001771265,0.00000648697,0.001504114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003889131,"threshold_uncertainty_score":0.02056789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01413298647555251,"score_gpt":0.2971666617970511,"score_spread":0.2830336753214986,"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."}}