{"id":"W2505275903","doi":"10.5539/ies.v9n8p19","title":"Investigating University Students’ Preferences to Science Communication Skills: A Case of Prospective Science Teacher in Indonesia","year":2016,"lang":"en","type":"article","venue":"International Education Studies","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cronbach's alpha; Psychology; Indonesian; Mathematics education; Exploratory factor analysis; Preference; Pedagogy; Developmental psychology; Psychometrics; Mathematics","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":[0.002086073,0.00006717261,0.00009866523,0.0005155625,0.0006023142,0.00007079894,0.0007891445,0.00002142103,0.00003734371],"category_scores_gemma":[0.00553024,0.0000557223,0.00001492044,0.001344471,0.002329532,0.0006561563,0.0002655171,0.00006561742,0.00001142291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001304801,"about_ca_system_score_gemma":0.002328558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009218245,"about_ca_topic_score_gemma":0.001149986,"domain_scores_codex":[0.9985166,0.0001054231,0.0002180087,0.0002632887,0.0007236073,0.0001730731],"domain_scores_gemma":[0.9964411,0.0002462762,0.0001120617,0.000148801,0.002941188,0.0001105735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00000404707,0.00041515,0.7349081,0.000004395265,0.00001576114,8.360814e-7,0.1211899,0.000001224229,0.0002912114,0.1240522,0.0001298647,0.01898731],"study_design_scores_gemma":[0.000273889,0.00002292656,0.7277248,0.0004558826,0.000007103205,0.000005161987,0.2383562,0.000001700667,0.0007817867,0.02960795,0.002599981,0.000162644],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9822636,0.00005296865,0.00006301581,0.007474857,0.0007076413,0.0002189487,0.000001778889,0.00002032596,0.009196891],"genre_scores_gemma":[0.9936116,0.0001051044,0.004763175,0.0001598242,0.00003712208,0.00002730041,3.754024e-7,0.000002504036,0.001293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1171663,"threshold_uncertainty_score":0.8583258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06218287921549871,"score_gpt":0.4408927859328869,"score_spread":0.3787099067173882,"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."}}