{"id":"W214014511","doi":"","title":"Make Your Load Lighter with STARS.","year":2005,"lang":"en","type":"article","venue":"Teacher librarian","topic":"Education and Technology Integration","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Stars; Psychology; Mathematics education; Computer science; Pedagogy; Astronomy; Physics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002015913,0.00007117019,0.00006736399,0.00005475641,0.0001975181,0.00007796897,0.00017666,0.0001311741,0.003308234],"category_scores_gemma":[0.00005261475,0.0000565161,0.00002123175,0.0001853554,0.0001463915,0.0003859618,0.00001220068,0.0001800114,0.0004029907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008918223,"about_ca_system_score_gemma":0.0003426401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004213643,"about_ca_topic_score_gemma":0.003927813,"domain_scores_codex":[0.9993179,0.00006520058,0.00009362638,0.000145993,0.0001899104,0.0001872976],"domain_scores_gemma":[0.9996517,0.000012874,0.00004230848,0.000171443,0.00004845195,0.0000731897],"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":[0.00002589704,0.0003218846,0.05132686,0.000002607082,0.00004317598,0.000003922563,0.09593875,0.000001421888,0.0001571675,0.6484975,0.09060002,0.1130808],"study_design_scores_gemma":[0.0001622472,0.00002436438,0.006629968,0.000006466646,0.000007245491,9.567685e-7,0.01007717,0.000007893801,0.0004449947,0.001067563,0.9814696,0.0001015512],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2827847,0.00008474001,0.0002596356,0.1141004,0.0001337243,0.000141725,0.000001182233,0.0004493186,0.6020445],"genre_scores_gemma":[0.9161776,0.000009210336,0.004382437,0.00159128,0.0004628859,0.0000154805,0.000004974918,0.00001066619,0.07734542],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8908696,"threshold_uncertainty_score":0.9976029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0307954665118624,"score_gpt":0.2971089412125939,"score_spread":0.2663134747007315,"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."}}