{"id":"W2395417611","doi":"10.29173/cmplct23022","title":"A complexity approach to investigating the effectiveness of an intervention for lower grade teachers on teaching science","year":2016,"lang":"en","type":"article","venue":"Complicity An International Journal of Complexity and Education","topic":"Behavioral and Psychological Studies","field":"Psychology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychological intervention; Intervention (counseling); Context (archaeology); Scale (ratio); Management science; Computer science; Empirical research; Complexity management; Point (geometry); Psychology; Epistemology; Mathematics; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007323916,0.001041539,0.001558075,0.005060764,0.001913071,0.00258597,0.001237785,0.001322605,0.01019179],"category_scores_gemma":[0.02669647,0.0005460497,0.002105352,0.001501304,0.003278893,0.003320853,0.003387608,0.001826518,0.0004022664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006964484,"about_ca_system_score_gemma":0.005062174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0026523,"about_ca_topic_score_gemma":0.003627568,"domain_scores_codex":[0.9851009,0.008245776,0.0008807665,0.001196188,0.004047733,0.0005287415],"domain_scores_gemma":[0.9763706,0.018871,0.001998594,0.001121004,0.001077478,0.0005614221],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.006893256,0.01753862,0.02827855,0.02362242,0.002614678,0.0005308881,0.02297661,0.01502303,0.02098084,0.132928,0.003756866,0.7248563],"study_design_scores_gemma":[0.01044995,0.1021464,0.2654996,0.01737411,0.01144479,0.001742262,0.0236656,0.04489774,0.04930765,0.3071121,0.1655323,0.0008276284],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6053463,0.01574654,0.2429569,0.009835215,0.001257884,0.02682774,0.0007774241,0.0003558499,0.09689616],"genre_scores_gemma":[0.857057,0.004434381,0.1129286,0.001330902,0.0003267648,0.01930692,0.0001733321,0.00006347422,0.0043787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01019179,"threshold_uncertainty_score":0.05053115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3454374299201807,"score_gpt":0.4522801095133863,"score_spread":0.1068426795932056,"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."}}